{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from tqdm import tqdm\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn.linear_model import *\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from sklearn.model_selection import train_test_split, GridSearchCV\n",
    "\n",
    "from lineartree import LinearTreeRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(362463, 9)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Sales</th>\n",
       "      <th>Store</th>\n",
       "      <th>DayOfWeek</th>\n",
       "      <th>Month</th>\n",
       "      <th>WeekOfYear</th>\n",
       "      <th>Promo</th>\n",
       "      <th>Promo2</th>\n",
       "      <th>LocalHoliday</th>\n",
       "      <th>SchoolHoliday</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4266</td>\n",
       "      <td>85</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3478</td>\n",
       "      <td>85</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4469</td>\n",
       "      <td>85</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1603</td>\n",
       "      <td>85</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6991</td>\n",
       "      <td>85</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Sales  Store  DayOfWeek  Month  WeekOfYear  Promo  Promo2  LocalHoliday  \\\n",
       "0   4266     85          3      1           1      0       0             0   \n",
       "1   3478     85          4      1           1      0       0             0   \n",
       "2   4469     85          5      1           1      0       0             0   \n",
       "3   1603     85          6      1           1      0       0             0   \n",
       "4   6991     85          1      1           2      1       0             0   \n",
       "\n",
       "   SchoolHoliday  \n",
       "0              1  \n",
       "1              0  \n",
       "2              0  \n",
       "3              0  \n",
       "4              0  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### READ DATA ###\n",
    "\n",
    "df = pd.read_csv(\"SimulatedSales.csv.zip\")\n",
    "df.fillna(-1, inplace=True)\n",
    "df.sort_values(['Store','index'], inplace=True)\n",
    "df.set_index('index', inplace=True)\n",
    "df.index.name = None\n",
    "\n",
    "n_stores = df.Store.nunique()\n",
    "\n",
    "print(df.shape)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((548, 8), (236, 8))"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### GET DATA FOR SINGLE STORE ###\n",
    "\n",
    "id_shop = 1141\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    df[df['Store'] == id_shop].drop('Sales', axis=1), \n",
    "    df[df['Store'] == id_shop]['Sales'], \n",
    "    test_size=0.3, shuffle=False)\n",
    "\n",
    "X_train.shape, X_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1c2aa4b5588>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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hhBAybFDIEkIIAZCXI0tHlhBCCCHDBYUsIYQQAJGQdZb1kVWPlLKEEEIIGQ4oZAkhhACIij31nHRHlhBCCCFkWKCQJYQQAgAQQhV7yugjSz1LCCGEkCGBQpYQQkgMJ6uPLLNkCSHjjNMFvvAaYOcdg94SQogBFLKEEEIARM7r8hxZOrKEkKOAJ+8GHvke8M3/NegtIYQYQCFLCCEEQCRkl1ct9h+pYwkhY83CQf9xZv1gt4MQYgSFLCGEEACRYF3eR1bGHgkhZCxZ2O8/UsgSMhJQyBJCCAEQhQ4nHdmo/U7NG0QIIXWihOz0cYPdDkKIERSyhBBCAES5sL0MR5YQQsaaxQP+4wyFLCGjAIUsIYQQAHqxp/Q+spKClhAyzihHdmLVYLeDEGIEhSwhhBAAOTmyga6ljiWEjDVKyPJiR8hIQCFLCCEEQF7V4sCRrX2LCCGkRhaC0GJe7QgZCShkCSGEAIhMiOV9ZOOPhBAylighK738+QghQwGFLCGEEAB6sacsR5ZKlhAyxjC0mJCRgkKWEEIIgChHNlPIcmxHCBlnFhlaTMgoQSFLCCEEgFa1OFHsST3l0I4QMrY4HcDt+v8ztJiQkYBClhBCCIDIce15yarFTJIlhIw5KqwY4F07QkYECllCCCEAdEc27ka4HqsWE0LGnKUj2hNe7QgZBShkCSGEANCqFif7yDJHlhAy7nTnov95sSNkJKCQJYQQAiC7j2zkyHJwRwgZUzqaI8scWUJGAgpZQgghALSqxV5CyNKRJYSMOx3NkeVNO0JGAgpZQgghAKI+sstCi5kjSwgZdxhaTMjIQSFLCCEEgB5anGy/Q0eWEDLmdGa1J7zYETIKUMgSQggBEIUWO4nQYvWUObKEkLFFF7LMkSVkJGgNegMIIYQMB0qmJkOL3bCPbL3bQwghtdGdAxptAJLhJ4SMCHRkCSGEAIhyZJdVLZbMkSWEjDmdWWByNQABXu0IGQ0oZAkhhADIbr8TFnuiS0EIGTYe/zHwxN0rX05nDphYA4gGHVlCRgQKWUIIIQCiXFhP+uJ1z+wSfv+zP8T++S4Aju0IIUPIt/8MuP6vzOdfOgJ8/x+jC56iOwdMrgGEYI4sISMChSwhhBAAkSML+L1k7911BDc/uC+cRh1LCBk6uvOA0zGf/7q/AK5/P/DA1fHpnSMMLbaB5wH/+W5gz32D3hIyhlDIEkIIARAfujmuXNaGh44sIWTocLuA55jP3533H3sL8emdOWBideDI8mJXGbO7gTs+B1zyykFvCRlDKGQJIYQAiOfA+kI2Hl7H9juEkKHD6QCeaz5/I2jYkRS/YWgxh8aVovbz0qHBbgcZS/htJYQQAiDqIwv4ocXLhCx1LCFk2CjryDaawft68el61WLmyFaH243+548IqRgKWUIIIQASObKuh67DwRwhZMgpLWQzHNnOHDC5lqHFVaPnL88+MbjtIGMJhSwhhBAAcUe263jLcmQ9Du4IIcOG0y3noIZCVgtHltIPLVY5skyjqA5XE7JP3DW47SBjCYUsIYQQAPEc2aWeB8djaDEhZMhxOyt3ZLvzACRDi23gaKHF+346uO0gY0mhkBVCXCKE2COE2Jby2nuEEFIIsUGbdoEQYrsQ4gEhxDna9BcKIe4OXvu4EEIE0yeFEJcF038ohNhczUcjhBBSBl2oLvXcZaHFLPZECBk63G7cXT3wMPDYbdnzpwnZzqz/GPaR5bWuMnRHtkybJEIMMHFkPw9gWc1sIcTTALwCwGPatFMAnAvgecF7LhZCBFn1+CSA8wA8J/hTy3wrgINSymcD+BiAD/XzQQghhKwMT0pMt/1L9lLPZfsdQshw4zq+e6qL0ps/Cnztf2S/J1fIrgX7yFaM7siWcc4JMaBQyEopbwJwIOWljwH4U8S/7a8F8BUpZUdK+QiA7QDOEEKcAGCtlPJW6ceufRHA67T3fCH4/woAZyu3lhBCSH14Elg16QvZxZ6b0n6HEEKGCOX26Y6ss5Tv/KUJ2fm9/uPMer/9Du/aVYezFP2frBRNyArpK0dWCPEaAI9LKe9MvHQSgB3a853BtJOC/5PTY++RUjoADgNYn7He84QQW4QQW/bu3dvPphNCCMlASonpCeXIsv0OIWTIUYJVakLWc+LPk6QK2T3+4+rjg9Bi5shWht5+x6OQJdVSWsgKIWYA/DmAv0x7OWWazJme957lE6X8tJTyRVLKF23cuNFkcwkhhBjiSYmZtj/I6zguum5yMEclSwgZIpTDp4tSz407tElShew+/3HVRjC0uGJ0dzzvuBDSB/04ss8CcDKAO4UQjwLYBODHQoinwndan6bNuwnArmD6ppTp0N8jhGgBWIf0UGZCCCEW8SRCR3ax66LnMEeWEDLEpIUWe65ZLqYe5jq3xw8pnlnPYk9Voxd7YmgxqZjSQlZKebeU8ngp5WYp5Wb4QvQFUsonAFwF4NygEvHJ8Is63S6l3A1gVghxZpD/+mYAVwaLvArAW4L/Xw/gu1LyCkIIIXUjpcTMRFTsie13CCFDjSokpAtX6eaHBquwY138zu/xRWyj6QtaOrLVoY5Ro8XQYlI5Ju13LgVwK4DnCiF2CiHemjWvlPIeAJcDuBfAtwC8XcowUeGPAXwGfgGohwBcE0z/LID1QojtAP4EwPl9fhZCCCErQEpgZsIPu1tyUnJkObgjhAwTqY6skx/Cql7Tczfn9gZhxQD7yFaMOkbtVXRkSeW0imaQUv5OweubE88vBHBhynxbAJyaMn0JwBuKtoMQQohdPK3Y02LXRZehxYSQYUaJUVkitFjNq4e8zmtCVggaslWiHNmJVWy/Qyqnr6rFhBBCxg9PAq2GwESrgSWH7XcIIUNOWmhxUdVi5cjqRYjm9/gViwGw2FPFuB0AAmhP0ZEllUMhSwghBIDvyAoA0+0mlropQpZjO0LIMJFZ7ClHyMoUITu3F1gVCFn2ka0WpwO0JoFGm44sqRwKWUIIIQD8sZsQAlPtRnofWboUhJBhQg8tVuJTugAk4GXkuSZzZLvzQG8eWLXBfy7AHNkqcTpAcxJoUsiS6qGQJYQQAsCvWtwQgSPruOi6CeFKHUsIGSYcrWCTEqhKLGWFF4ehxUv+4/xe/5GhxXZwO0Brwq9azNBiUjEUsoQQQgD4ObINITDVbmKx68JhjiwhZJjRCzYl2+pkhReHocWBCF7Y7z/OrPcf2Ue2Wpyu78iy/Q6xAIUsGTjX3/skXvA312Gpl5PTQgixjiclGg1gst1Mb7/DwR0hZJiIObKBE6sEbJEjq0Tw0hH/cWqd/8g+stXiBjmyzTYdWVI5FLJk4PzswAIOzHdxZJEXOEIGiRfkyE63G1jqLQ8t5tCOEDJUuClCViZCjJNILbT4sduATiBkJ9cGM7CPbKWExZ5a+UW4COkDClkycNygIEPX5Q8HIYNEBlWLp9pNLPVc9BxWLSaEDDF6aHEyRzZLNKkiUE/cDVxyDvDQd/3nU4GQZWhxtbhdoDkRFHuiYUGqpTXoDSCkF7g+vWRhGUJIrUgEObItX8gmx3L8hhJChorcYk8ZN8eTIcd7H/AfJ9f4jwwtrha9/Q5Di0nF0JElA8f1lJClI0vIIPFU1eKJZth+5/SnHYOJpv9TwRxZQshQ0U+xp+T0gz/zHxlabIeYI8v2O6RaKGTJwHECIdt1+MNByCDxPBn2kV3suei5Es/auBo/vfBVeObGVfQoCCHDhe7wJUOKi3JkFbO7gYnVQKPpP2docbWEjmyTjiypHIYWk4GjcmTpyBIyWKTWfmep50IAmGgJAH5nRSpZQshQ4eg5soliT0VVi0Ok5sYC7CNbMa5qv8McWVI9FLJk4DjMkSVkKPCkhBDAZJAj22oItIOwYiEEJAd3hJBhop9iT2kCd0oTsqJBR7ZKnCWgxdBiYgeGFpOB4zBHlpChwC/2BEy1mui5Eks9LxKy4NiOEDJkxEKLTXNkU8YauiPL0OJqcZQj2wJcCllSLXRkycBRxZ7YfoeQweIXexKYnvDF62LP1RxZju0IIUPEgUeAI49Hz5PFnjJDi1PE1BRDi63hdnxHttFiaDGpHApZMnAclSPLYk+EDBRPIij21AynTTRVjixDiwkhQ8THT48/D0OK+wgtjjmy4F27KnE6QGvK/5/FnkjFUMiSgcMcWUKGAxm035lqRUJWd2Q9fkUJIcNK38WesDxHljftqkO135GSObKkcihkycBhjiwhw4EXVC2enoiEbEsv9sSxHSFkWFG5r0lnNkmRI8s+stWi2u94DoUsqRwWeyIDhzmyhAwHqmrx+lUT4bR2U2u/Q5eCEDKsLOsjmzGm0Kc32v7jFIs9WcFz/RsHqv0OQ4tJxVDIkoFDR5aQ4UAGObLrV0+G0yZaLPZECBkBpBuIVBk9z5pPcczT/MfJddoMLPZUGarPr2q/I13+kJBKoZAlA8dxWeyJkEEjg8FFQwAbVuuOrCZkB7JlhBBigOfERWpWGKueI3vK6/xH9pG1g+rz25wEGkHKCl1ZUiEUsmTgRI4sfzgIGRSqkFNDCBwzkyJkIUKxSwghA6e9Kv48mYOZV7X4WWcD79sLPPMsf9qyPrK8sV4JuiOrwrjZgodUCIUsGTjMkSVk8HiaI9tsiHB6mCNLR5YQMkwIEX/ueXHxmle1uNH0xdXTzgDO/J/A5pfqCwavdhXRW/Af2zN+aDFAR5ZUCoUsGTjMkSVk8CghKxKDw8iRZbQdIWSI8Fzgqc8HXv2R4HnSkc2pWiyCMNf2NPDKv2OxJ1ssHvIfp4/VHNmMGwyE9AGFLBk4blBBkEKWkMGhxm1Kx66b9gcdSshCCHoUhJDhwXOAZ/8qsOnF/nPpxkVSXtXiRjP9NYB9ZKtk8aD/OH0s0Aw6fjK0mFQIhSwZOCo3ljmyhAwOqeXIArqQjdrvMEeWEDI0eI4vSJW7miz2lFe1WOQNf+nIVoYuZBsMLSbVQyFLBk6YI8uqxYQMDD1HFoiE7IRWtZgQQoYC1Wan0fL/APNiT54TvScNhhZXR0zI0pEl1UMhSwYOc2QJGTyRkPUV69ppf9DRC76fzJElhAwNym1tNDWBlCj2lNd+h6HF9aByZKeO0Yo9ZRwXQvqAQpYMHObIEjJ4vDBHNh5aPLvUC6dLDu4IIcOAEqyiCTSCoWzSkc0NLc4RsgDb71TF4kFgYnXQfoeOLKkeClkycBzmyBIycFT+q4og/r1fegYA4LST1oXT6cgSQoYCJVj10GLpxgVo38WeGFpcGYsHgenj/P+VI5vllBPSBzlJAoTUg8M+soQMnKjYk//4kmdvwKMXvTp8nWM7QsjQoAtZvdiTcfudgmJPjD6phsUDwPQx/v8NhhaT6qEjSwaOKvbUY7EnQgZGmCPbSK/qJMDQYkLIkKCc11iOrGFosUmOLO/aVcPiQb/QExDtc4YWkwqhkCUDx2GOLCEDJ5kjuww6soSQYSF0ZPOKPfWZIysEc2SrQheyTbbfIdVDIUsGTp05st+8azd+5cM3hC4wIcRHJtrvJGGwHSFkaIjlyJYs9lTkyPJqVx0xR1blyFLIkuqgkCUDp84c2Qu+ehceO7CAI4u8kBKi44U5shmhxRzbEUKGhVjV4qxiT1mOrGfgyPJit2KkTHdks44LIX1AIUsGjltjH9mJlv/j1WE+LiExvETV4iTMkSWEDA1GxZ5WkCPLa93K6c75x2MmqFqsbjiMYmjx7BPAt/+cInwIoZAlA8dx68uRnWz5p/xCl1XzCNFRw7Y8R5YmxeB4bP8Cdh9eHPRmEDIcKEGht9/xnLjQyO0jW1C1mDmyK2fxoP84FVQtblYYWuy5wBPbVr4cUx76LnDrJ4ADj9hdj5QUyyWhkCUDxwmrFtsfJU+EQpYXirIcnO9iz5GlQW8GsYQXfA8zaz0JehSD5Ff+/gb88t99d9CbQchwoERqo5Eo9mTQfqfQkeVdu0roBTfeJmb8xyod2QevAz71UuDw4ytflglu13+03QP3nq8B//AcwOnYXc8YQSFLBo5TY2hxu+mP0uc7dGTL8tffuBfvuPQng94MYglZlCMLERaEIoSQgZJV7EkaVi1WoioVFgSoBD2PGYg75ytl6RAACXSO+D9eD1zj38iwhRLftoXsvjaYpOkAACAASURBVJ8CC/uBxUN21zNGUMiSgePWWOyJjmz/HJjv4tBCd9CbQSwR9ZFNf52OLCFkaNCFrHqUbnFosZQGxZ4a43+xkxL46nnAY7dZXIdyzYN9XWX7HRX67TnA43cAl54LPHbLypebhTrfbFdc7sz6j715u+sZIyhkyUCRUoZC1qmh/c5E0z/l55kjWxrXk7UcIzIYomJPWeWeGG1HCBkSkm6faKYUe0q5Oe4lxFUaR0Mf2d4icNdlwCM321vHMkdW5chWMP5Sy/acSPzZdDFDR9ayCdI54j92KWRNoZAlA8XR+rnWU7WYjmy/9FwPPZuhOyXYO9vBlVtryo05SlBfxewcWTH2JgUhZETQiz2pRy/hyKYJJuUS5hZ7Asbekg0dRos39ZP7ulmhkA0dWS0vumexGF5dObJLSsgu2F3PGFEoZIUQlwgh9gghtmnT/l4Icb8Q4i4hxNeEEMdor10ghNguhHhACHGONv2FQoi7g9c+LoQ/XBJCTAohLgum/1AIsbnaj0iGGVcTsnWEFk8G7XcWmCNbmmFyZK/c+jje9ZWtmONxzOXyH+3ATT/dazh3EFqcmSMLWrKEkOEgDC3W8i89Ny400kKLjR3ZMb/W1REqq258h8coeKwktFhzZJXItBmOq/aX7dZByl3uztldzxhh4sh+HsArE9OuA3CqlPL5AH4K4AIAEEKcAuBcAM8L3nOxEGEiwicBnAfgOcGfWuZbARyUUj4bwMcAfKjfD0NGD+XINkS9juw8HdnS9DyJ3pAIWScMRx8Oh3hY+dP/uAtvvuR2o3m9gmJPDebIjhwPPjmLl//DjTg4z9x2MmYk8y8bDbNiTzIR7prG0dBHtg5hlnRkGxW33wESQtamI1tTsacwR5aOrCmFQlZKeROAA4lp10op1dG8DcCm4P/XAviKlLIjpXwEwHYAZwghTgCwVkp5q/TLXn4RwOu093wh+P8KAGcrt5aMP24gjKbbzVpEUiM4s9hHtjyu58EZktBilc85LMJ62Hlsf/GPYljsKSe02Bt3l2LMeODJWTy8bx6PH2L/WTJmmBR7ShMdJo7s0dBHNnRkLd7UT+7rSos9Bb9FnhMtrzsH3HpxJAarxGOO7LBSRY7sfwdwTfD/SQB2aK/tDKadFPyfnB57TyCODwNYn7YiIcR5QogtQogte/eahsuRYUYJo+mJJlxPxkKNrawvED7zHTqyZXHc4QktVr9hts+XceHae58onEfdo8i6jygw/tF244aKcuFxI2NHUsiGxZ70qsUpYlRNy3VkGVpcCUn3u8piT2mhxdu+Cnz7AuD6v1r58pO4NVctppA1ZkVCVgjx5wAcAP+uJqXMJnOm571n+UQpPy2lfJGU8kUbN24su7lkCFEholNt/0JnO7y4F6xvkaHFpem5Q+TIqtDiIdmeYUQX+Zd8/xEcXsj/AQ6rFmc6suM/ths3VMSCywNHxg0vIUjTcmTT3DOjHNmjILRYuZg2Q4uT+7rR8PdtpVWL3UjIHg78MhshxrUXe6KQNaVvISuEeAuA3wDwe0G4MOA7rU/TZtsEYFcwfVPK9Nh7hBAtAOuQCGUm44sSsjMT9QhZlVPJ9jvlGaZiTx4d2UIWe/4P/W88/wTsme3gQ9++3+h9WTmyAKsWDwOyhChV11N+T8jYsazYU9Os2JNR1eKjIbRYCcEaHVnAd2Wr7iOrlqfCcltTK19+Eq+GHFnPA7qWc2Rv+T/AF19rZ9kDoi8hK4R4JYD3AniNlFLf21cBODeoRHwy/KJOt0spdwOYFUKcGeS/vhnAldp73hL8/3oA35VlfqnJSKPnyAL2cx6VEGP7nfL0XAnHk6UG0rZgjmwxKg/8l565Hi94xrHYvie/CmJxjmw5EUXsUOacV9e7UT9uNzywBx/4z3sGvRlkmFiWI9tMKfbUZ47s0RB+UkuObKJqMRA455ZCixXt6ZUvP4kKLXYtClm9UrGtqsV77weeHK9rqUn7nUsB3ArguUKInUKItwL4BIA1AK4TQmwVQnwKAKSU9wC4HMC9AL4F4O1ShleVPwbwGfgFoB5ClFf7WQDrhRDbAfwJgPOr+nBk+FGhoSq0uOvYDi0OHFm2bSmNG4bzDv4HXg3M6TRlo8LnV000sXqyVXjOF1UtHpYKfEeWekd1teoybcrqcmR3HVrER699wJpg/sPP/Qif+8GjVpZNRpRlVYtb8RzZ5mT/VYv9igBVbelwMoiqxQDQbFlwZGsQsnU4sspRBuz1kZXSfnh0zbSKZpBS/k7K5M/mzH8hgAtTpm8BcGrK9CUAbyjaDjKeJHNkbec80pHtH3VsHFeinTcGqAE1LmeObDbqHJ+ZaGKVkZAdjRzZsz/yPbz9rGfhD15y8qA3ZSB0ei5WTxb+dAOIRK/t+z3vvmwrbn/kAF5xylNx2qZ1dldGCKA5q1qxJ71qcXMiPTzYNEd2GC52NgmFWY05soAfWlxJ+x0lZN3lwtiKI1tDjqxebdlWjqzn2nWVB0AVVYsJ6RslLFV/V9u/HcqhYPud8qibDr0hEI9KdA1Lzu4wos7x6YkWVk82C3snyzC0OMuRFZADdik8T2LvbAdPHOkMdDsGSRlHVn0/bLdNUg75kmP3BuHR7MSTBMtyZBPFnlqTBaHFOTeDhuWunU30Ykm2SHO/m237ocXNyZUvP4lbg/DXhWzPkpCV7tg5shSyZKCokLeJZiP23Pb66MiWRw2Kh0E8Ro7s4LdlWIk5shPmocXD7MiGN1OOYkHTdTzsPLiA7XuKeyXWFVo82aonNaSMiCdjjpcQSarYkxI4raLQ4oJiTwwtrmAdGY5smiP4rQuAG/7OfNl5ocVpRb5WSh05xapiMYQ9R1Z6cSH7wDXA//1DO5Wea8IsPokQS6jQUOXI2m4ToQbCzJE1562f/xEmWo1wUDwMrghzZItRQna63cTMZAsLXReeJ9HIqOakvnqZjqwY/NBOXS+OZiHbcTz80/UPYufBBVz5jpfmzhuFFlsWsu1GsG12bxB2HQ8zE1ZXQUaFrGJPanqznS5oWOzJp5Y+sik9exvN9HX+7BZgaq35stVxlCmhsjYcR7fGHNlVG+3lyHquv/+l9M/zPfcB93wVeN3FdtZXA3RkyUBxEo6sZ1mYRKHF7shX8qyL79y/B9dseyIUjb0hEI9qC4ZBVA8rYbGnST+0GMhvO1WYIwsx8O9M5MgO/hwcFF3Hw8GFLuYMbsbVFVqsrt+2HdmO5eWTEUImQoTDYk/BObKSYk/iKHBk6xBmaTcNmhntd6QLOCVSRvJCi224pmodNh1sJWTXPNU8tNjzgK+eBzz6A7P51c0F3dEG/JzyEYVClgyUZI6sbY0Uhsd6kmFqJVEiYhjEozdEFZSHlWSxJ31aGl5BjiyGwZF1GVrccTwsdF2jcz8KLba7Ter6bVto2hbKZIRIiqRGSwubFEEuZp+O7NHUR9Zm4Z+0MO5GRo6s5wLOUoll68WekkLWwmcKHewSy57fVy5kV+XIrjnBPLR4/3bgrsuAK99uNn9SwLpdAKLg+zDcUMjWxD9d/yBuf+TAoDdj6AhzZFv15MjqVW6XumP+Q2WJYRCPahMYWpxNVOzJz5EFkOviFYYWAwNXsgwt9sN3F7uuUa56r67Q4iBHttOzc1yaQTi87dBlMkIsK/bU9N0yz/H/F4300GJTR3bcI7bqCC1OdWQz2u94JR1ZT3dkE8uz4ZqGDnaJa9Al5wA3f9R8fiV6V20wDy3eebv/ePwpZvPr+w3wP1ezbb6NQwiFbE38y00P4Zptuwe9GUNHMkfW9oCr50q0gkERHdn+GI5iT3Tmiggd2XbkyOblhhe33xGD1rF0ZOG7kgs9x+j6pUKwbadsqOv3Ys+O0GyFQvboPe4kQbL68MQa39GSrj9NFX9a9r7gHCpyZAd+tbNMrX1kk+13Un6HpFvOvVRjxdTQYhuObB9Vi+f3AnNPllhHsL8m15o7sjt+6D8e+wyz+ZUjq4eWj3BYMUAhWxuuJ4dCAAwbYWhxsx4h67gepieCCptH8WB4JQyDiGCxp2IWui4mmg20mg2sUjmynWyhETmy6a8LYOA5sup4d52j97h3HS9wZE2EbD19ZCcDIWurGny7WU/oMhkhlFhRImnmWGDxgC8GRDPKmU1iUrX4qOojazHKIbVqcStdDJZ1ZGvPke0jp9jzys0vXQACmFjl58ianIM7bi+3XeF+U6Hl3fxWVCMAhWxNeFLGwlqJj1NzaHHPk2GYZY+Dor4YptDiYdiWYWWx62AmELCrSzmyw1y1WOVGH73f3TBHtkRose1q8O2mf84sWurP3QqWzxxZEpKsWjx9HLBwIAgtbvlidkVVi8f8XAtDTGuuWtzMaL9TNkdW74ObdJWHpWpxmsjOnd/1z8uJVf6+K9ofvSVg7/3B9hmuZ1mOLEOLiSGuJ4/qSptZKOE6WVNoseN6mAkc2WFwFkeRoSj2REe2kIWui5m2f67PBDdv8qoWm+TIFn099891rLa2Uufe0fbd1Z3wjuNhseeiZyDm6wotVou35ci2GnRkSQKZCBGeWQ+4HT+8uNEIQotTzheTHFmGFle0jhKObOmqxTl9ZG2Ic7XMMsWxZIrIzl1HcBNmYpX/vCi82NX2l+l2JW9geD2GFpNipJTw5HAIgGFjWR9Zi7vI8/zjwNDilTEMN2TUwPloEzRlWOi64bmuHNm8Yk9R1eL01/0c2UgYvfsrP8HWHYdi87zlc7fj77/9wEo3PZOw/c5RFlqs30CYXepBSrNc9bqKPakbSguWcmTbdGRJkjC0OBjGzhznP87tiXJk2Uc2m36q8JYlLYw7q/2O5wLOovl+j4UW1+HI9rG/PLdkaLHn32BpTfrPi4S9HkK9EkeWocWkiHDQPeLu0VLPxZ9/7W4cmC8RKlGAGgC1a8iRVYPg6cCl4qCoP4YhrJM5ssUsdJ3QiVU5sgs5ObJeCUd2z2wHX9+6C+d9cUtsngNzXeyv8PqQRIm3o+0mlH5dPLjgD9ocTxbmLKv9VVc1+EVbjmyTVYtJgjCEOLheTQdCdn6PLwZEsyBHNk/INjD2juyg+sg2MtoiSS1n04RcR9ZiH9myOa+lHNkgtLgZCFnXppBV+5uhxcQANQgZdUf2p0/O4t9/+FilbYTUQCsMLbY44FKDrekwtHj0f6i+eddufOK7D9a6zmEoWhZ+pyhkM9Ed2RmD9juFN5E0k0LN20zYt66UcC3e6Dha2+/oOa6HF6IBS9E1TAl+2+ZS6MhaypFtB6HFvPlIQlRRJ4VyZOf3FVQtTlQ7TuUoypGtu2pxM6fYE2CeJ+tpgsztAhOrtdeGoGqx2r4yObLS9W+itIJQ36Jjo0ccmH7mZPsdhhYTE9SP/Ki7RzYKrSwr9mRxxKUGfWGxpzEYDF+zbTcu27Kj1nUW7bdH983jjZ+6FbNL9n4gw2JPY3AMbbHYc7EqELLNhsB0u5mbv1qcIxtNj8KQE0LWs3uDKLwGDcHNlDrRL4uHFqPvVdG1uK5iT5GQte3I8vtOApQjq5jWQ4sbBsWe8qoWD0FlO9vUEVqclSObFVoMmOfJ6qHFngMcuzkKYbbSR1btL8NrXD/7N3RkA2FpM7RY7SOGFhMTop6Xo31ltBGmptybqP1OZYtehhI9qtjTONzd92T9bZ2KXNCPXvdT3P7oAXznvj3WtoGObDELXTd0YgFg1WQL8zlCQ4WpZo3v/LQxGcwbTUsuw+bNhaO1j2xaaDFQ/JtSX2ixZSFLR5Yk8dz4AHxmfTA9GJg3WvkhrEd7aHEtObIpVYsb7exiT4B5L1mZcGQ3PAf43w8BG3/esiNbss1NGVEtgyiDMLS4QJzKfoRswpFlaDExwbXgZA6CqGJodRd4NQBq1xJaHOTIjlGxJ8etvxp2kYhQ7rrNQaca1496lINNFjpOeK4DwOrJfEfWKEc2+F/t92WOrJRWby6oa+g4fHfLoO9SPbS46KZBLwwtHm1Htj3mObI/2z+Pmx/cO+jNGC2kG7/rNn1s9H+j5b+WG1pcULV47EOLa6hanKwsDfihxVntdwBzR1YPkXW7vos5c1x2Du5KUULRdH/1094odGTb8XUWrQMwr1qczJFlaDExQenXkXdkw7C+CkOLEzmyNoVJL+HIjoOrM4j+xEXHSBXu6ljcv3Rki5nvRqHFgJ8na9JHNrtqsUGOrGc3QiCsWjwG390y6N+5eGixWY6s7Rs+avn2+siOtyN71j/ciN//7O2D3ozRIhla3GwBk+v8/5/yvOzQYiNH9miqWmy7/Y6Ih+4UObKmObLJqsVK/DUyinytBM9bXu3XdPtK5cjWULU4KbAZWkxMGJdiT2GhlQoHRaoX4mQNObJqgD0zRjmyjmXhkLrOgvWpY9mzOOiMcmTHfLDRJ1JKzHccrJqMfqBWT7YMiz1l58iG7XcyQos9z+6NlSi02O5x33FgYajcft1RPahVhS4SdmFocW3Fnuw4pk0x3jmy466ZrJAUsgDQOew/PvNl2aHFXopLmMqYHxQ9tNjWCSjd5fu52U4Xg2qacY5sIrRYuYqNlgUhqwlv4xxZJWTL5Mg6iarFJYo9raT9DkOLSRHumLhH4aCoQgHY6Skh61/sbIbAqQH2OOXIup6sXZD3CoRK2POxBkfWZoXcUabjeHA8GROyk+1GrhCIij2lv57myKaFFtsUmW4NVYsPzHfx8o/ciG/f84S1dfRcDxffuB1Lhn1X9Z+OI0vRwKjoN6Wu0GIndGTtCFl1vo3CNdvzJP7bxT/Ad+57svR7R/1md614Xrar+syzsp25tN6mSURj/O8u6PvGRiiuWm7yGDVSQouljASWY5gjmxZarJZftcusC0rjqsVVhBaXcGSNneKEkGVoMTHB8+pxEWwTVS2u7nN0HA8TzUYYjmrzd7wXOrIqR3a0jwfgC9m6naMiF3SiBkdWDcxHvTezLZQztloXsq1GrhBQbmtmjqwQoUehzoGk6PU8u2GsdYQWH1zooudK7JszdAb64Os/eRwf/tYD+Ph3zFpnZbVGMs2RrSu0eKHnWhHN6mbwKDiyHcfDjx87hHt2HSn93gXDGxtV8Q/ffgCbz/9mreusDOVe6bSm/MdjnxGEFqecL2oAnxdOKbQc2c/9OvC1/wF0F1a+zcNETMhaCi9Oc2TThKZ+nIwdWXVXNRFa3LSQI6u7nVZDi91yocVqHY1WH6HFmiM74qHFo731I4I7NqHF1QvyjuNist1AU1VNryG0eFqFFo/AoKgI1/OL60gpITIESNUUFntq2i+mFbZoo5BNReXCzmg5spOtZm6xnDDiLlPIRjcQ8oo92RSZdYQWK1dRRYvYYKrtH5dH988bzZ9VBK9oP6jXbX9N9BZzXdcLI2yqQm3/KAjZlfzeL3RcrJ2qL8zvEzdsB+CfX42sUIxhJS20+B1bogF9VrEn5a7lhlNqpe1+9gP/79iTgbPeu9KtHh50V9RW5eI017zZXh4yqx+nvnJkdUe2CfRKiEcTvD72VV+hxUlHtuAGg9qW1nQf7XfGJ7SYQrYGxqaPbHh3v8LQYscf9KgBcZ2hxeOQI+tqLrkK6bVNkSMfVi1ewf5d7LqQkLH2MTpR3vlof6dsoXJhdUd2otXIPSZqn2bdDxGIboKr79LyPrK2qxZH11LXk8uKTVXBYuCK2bwRc+yMP+jac8TMfcjapaZ9ZLMc3arQf9sWOm71QtZTjuzwVy12g2tSPxE/C5aKZRXRcbxYhfORIM3tO+Zp0f9ZuZKhI5szeFd5FLoImR+zqtL6vrFVuThZWRrw97t0/f2rfj/0XM+yVYvdXnBTQxV7spAjq+8f4+rAfYQWq2JPYY5sUWhxcP1vT/WxXQwtJiUIqxaPeD6fDUd2qedistUIB8R1hCVOj1OO7AAEXZHTEObIrmD/vueKO/Enl92Z+XrUBmb0j6ENlCO7KhFanOcyhjmyGeJQiGi/q++SPkbxarhhp597tm5EhY6szdD4YE/umTUVslmOrJmQPbLUw/u+fndusa+VoAtqG+Gxo5QjuyJH1lKOcRGmudpDRZojq5MlaEJHNi+0OOgjq7tc49aOpx+XsfQ6UnJk1X6P5Z1q6y/bR1bl1DY1IVu1MPcytjX3PX30kfUC4a+EpWmxpzKObGpo8Wg7shSyNVCHe9R1PLzmE9/HLdv3WVuH2v4qq5J2HC8ILbYvZNWgbqrVhBDj5cjWeZOk6EZGKziWK9m/Tx5ewpOz2SFGzJHNZz4YEK+ajAYRxo5sxusCItzvUY5sNLd6v9XQYu1423J+Q0fWomhS39s9Oee4jtq30+34oDDvuyi1wltbHzuEf7vtMfzksYP9bG7x9mm7qmNBFLmhIzv812w9SsYUdc2sU8jq4epLI+B0AwDm9gBOMGD3UhxZneZEuhAwyZFVfWR1R4xCtjypObLtlPWvILRYCd9YsafA8b3h74CdW8pvd5Is0Z1HP0I2zJENPotp+532VInQYi23WG1f3k2dEYBCtgbccIBnb9B9aLGLu3Yexr27yxeYMEW5X5UWe+p5mGo1QxfIZgicGny3mwLtZmNsij0BNTuyBaJZnR4rEQK9grZCah3uGBxDG/TlyAaPuTmywf9pObJ1RAfEHFlLokY5sjaFrLrMLRnm4aqv3Mt//vjY9LR93XU8PLpvPnadVjcwbH0m/ZpgQ2zKCq4pdRG6xyVu6Kh0jPkaQ4v3asXMTM/DgSIl8M+/BNz+af95mtun08zoV6qmmYQWO0eJI2srtDirajEQPzb9FHvy8oSs49/0+N5FwGfOBn52a/lt1+mnanE/ocVhjqwKLS4Qp2GO7FT5IlQMLSZl8MI7tPYuhGqAavOOtRLiVQ5UVbEnFc1o02BT+7/VbGCi2RgrR7bOQmJFx9+r4MaN43q5xyeMcqAjm4oKIV01UT5HNrP9DpbnyOo5quryZrWPrHa8rYUW91RosT2XSo88MakLoI7N//Ps9bHpaZEYf/vNe3HWP9yIJw5HzkbPspDVP4+N36CoavHwO4f9XJOVkF3o1Pf5Hj8UhXCORGix5wKLB4CDjwbPi0KL2+lCQOUSmhR7oiO7MrL6yAKJYlP9OLLBNaeXElrsOcD8nmjeh28w3+Y0lBgVGQXEUt/TpyPbaGmhxQVCVonSdh/FnhhaTMpQh1OhBqg2xZkN0dTpeZhsNcKG93ZDi/1ltxrCH9SPwN39IqLQ4jodWTMhu5L967j5RYO8hKCqmu/9dC8+eeNDVpZdB/MpxZ4mW02/GFPG91ft06zq10KIlKrF0et19MtOcxmrpg5HVq/OrveFzUJ9p1ZPtnDcqujuedpvyg8fPgAA2KUJlZ5T3iUsgyslptr+cMJGaPFI5cj2UUtiIijbX1expy//8DH8t4tvCZ8vjoKQVQP1pUP+oxr0Z9Gc8AftSeHh9QCI/LBk1WM25siO2U3TWhzZlKrFaY6svi1lQ4vV/Mk+snOakO1mVIf/yb8Bd36leF1KdLemgb0PAB//xfjy87YPspz4FU0/T7bRMg8tbgWhxSbnaFqOLEOLSRHRD5t9R9bmOno2QosdF1PtukOLG2g3BR3ZPilal3p5JYPmnuflrkdaFk3fuHMXLvnBI1aWXQcq124mkSMLZB8XWeDIAsuLPemit44wdzfmyFrOkbX4ndJdWN05zUK/yXDL+S/HVe94CYD0670SlHphJ/VZbEXsOK4M3X8b64iqFg//Nbuf3/vQka0pR/Zfb3449nwkHFklZBcDIVuYI5tSVEg9L2o3oq5rMUd2BPZRGWpzZBMyI621jOzHkVVVVIP+vskc2XmtXkyWkL3jC8CPv1S8LnXutaf9bT3wMHDfVfnv0cVrmUJM6pxuThg4ssE+UP2TTQRz2H6nF20bQ4tJEXX0vLSdAwVE+YhVDlSXEo5sVr/EKohCi1WOrN1BkedJ6wOEOvKvdZoNUej+VuXI5n0mtQ5bObK2+6HaZq7joN0UsTYoky3lmGU4shm9YRVCa62Y5sh6Ndyw0689tm7e1OLIaot+4oiJkI3291S7GbalStvXk0FBqJiQdewKWdeT4U0TG/utirz7ftm64xD+9Io7jVvD9ROBVXeO7CknrI09t9kzuTLUwFs5sp5TXOwJWJ6jqLdqySS4sOmiatxCi2OhvXXmyBYVe+o3RzZYbjMRWjx9XLaQ9XpmIlPtn/ZMNE2Jx6LtA8wdb+lG0QAmQlbtw3awLSafJcyRdYNtlAwtJsXo+Xy2+qSqcC6bgqYXhrFWWbXYjfWRtanH1L5pN1SOrF3x96XbfoazP/I9q+uwUUk6j6lWo1BAVCFoHNfL/Uy28zE9T45EGGMW8x0nVugJKHZkI9cvfZkCYpkjq+fIuomwYxvox9taaHEdVYu134FFAxdO/YaoG36qxVWaWFI3LPSQ5TpyZGfa9hxZdU7NLjnYvme28uXn8YPt+3D5lp1hJfAi+rn+qarFJudCFSz2XPz8U9fg83/4YgAj4sgqMRFzZAtyZIEMR7YglFJdBJ0B5sj+8NMrL1KURyy0uM6qxSq02InPpyhdtTjNkQ2KPTUngLUnRvMk8ZziXq1AdA61NfFaJGT1z1Sm0rHaX61JAyGrtd8BDEW5liNr0opqBKCQrQF90GIrFDJ0ZK26IUFocaXFnjxMtRth9IlVR9aNHFk/R9buj/fjhxbx+KFFq5+pbGsnKSWuu/fJvsXG9ETToNiT/7iSQXPXLapabDe02JWj3Z5pruPECj0BUR5e1nFRezI7RxZajqy/jFj7Ha3tiK0bdk6NocU2w1j1a4LJd1GNPdSxaQXHMu1GzpRyZJeWhxZbE7IycmRtFGRS59MTR5bwqx+9yerNkiRqXab7LoySKbGN6ryer6nY02LXxdqpNp6xfhWAEWm/k8yR9ZziqsX6+xSeQXEbMQSO7Hf/Btj67/aWP1R9ZLV92ysZWhwuNyFk5/cCq44HJlYB3bn0ZbiOmVsakv5PlQAAIABJREFUOp/Ty9eX+Z5+HVkttNgxLfakQosNjmNY7ElzoxlaTIrQBy228sdUaFAdvQ+rHEQs9XxHNuwjazNH1ouKPbVrcGR7ddxcKHn3//4nZvFHX9yCWx7qr9/wZKtZOEBTx3Aln9vx8qsWq9PE1oDW8/zQZluCzDYLHTfWQxaIQk6zhEZRjqwWWRxex0Ssj2w0r60bDLH2O5a+V0s1hBZ7sZubxetJVpRuh72al+9nJWRnl6LBk2pVZK39jisxM6HOL3tVixV13mQqK2TVd6NMeyi1jrqKPS32XExNNMO+xItdi/vz3quAH/zTypfjao6slMVVi8PKr33kyGLAjqznAp0j5u5kX+uoIbRYejl9ZFdY7Cl53VQCudHyBercHmD1Rj8cuJvnyBq4mGqeliZks0KXFLojaytHth9HVm+/E/ZUZmgxKSBWoMRSKGQdVYvVoKnKdXQcP0dWOTt2iz0pR7aeYk91CFndBTNBuU39FhWZaheHFitBtJJwteKqxXYLC4WD1xF1Zee7KaHFgYuXJTTSesPqqNaK8Xm19+vizNJxiTmylkSZ+m50aqgAD5jtq0jIqtBi/1imFnsKQotnY6HFqliSHefN9WSYt2unanH8eZ1CtmzOfxQtYr6N6hyoq9jTUs/FdLsRFgazGlp8+e8D1/3lypejBulezw8VTRNJOpmOrEGO7KAd2aXD/mNvMX++laDfCLDaRzar2FNWaLFhjmyy+FaqI7sxcGRzcmSLXE9ACy3WhKxp/qpajwnSizuyRWHP6pwslSOrHFmXocXEnDoGeGqAYrf9jo2qxZ5ftTij2JPjevjg1ffh4LzhHa0cQkc2KPZkuwKmOtY2C2mUdWRlH6HIioYAJlrNQidbDdKXVvC5e65nGFpsL1TS347RdGTnOk6s9Q4ATLbzhaz+/UhDCAGJ+I2TZkposf+6PedPYavlVB05svoNO6PQ4mAWFbnSysmRVY7sEc2RrSW0OHBkbdz88bxo+UC938voppaZ2Oun/Y66ftfpyE63m+G5MhqhxZoYWDxkUOwppaiQWk7e+4BIfIVhrqJmIRuET9sWssrJM20PU5bcHFndkV1B1WJFczJafjK0uJclZF3DvFIVWqwVeyoS/7HQ4n5yZA1Ci9V2hY6swXr09jsMLSam6GM6W5U2u2HomP1iT1UJWcf14HrSr1qsQosTu+fBPXP49E0P4/vb+wuF1YkVe2o1MsXfkaUe/suHv4s7dxxa0frqyFsOHVnDQZPaFFOhoR/qVsN3soveq96zkt6EjifRdb3M0N6oj6y90GLAnutnm/mOExv4A8BkQY6s+j60k+0SAgSWO7Jp7XeA0XZkIyFrb3Cvn7YmUTpK+KrdHTqyqTmy/muHF5cPtKq+FnUcFzsPLiQcWRtViyVe/8JNuPA3TwVQb7sxdVPL9ManF94E6ye0uL4c2emJZlgYbCU3HY1ZqViKCdmDxaHFjRxH1ji0OBBV7enloay2eOQmYN/2+Ppt4DlabmWNVYvTbjD0U+wpeT5NrvYfGy1/efN7/dDiPEfW7fVf7Mm0NQ5QwpHVQ4tLFHvqp2qx24u2i6HFpIh4PpQtR9a+aIra71SzjqVgmyfbjTBEMRlaXGVV3lixp2a2kN1zZAk7DiziwT0ZBQKM11cuJK2vdXjl9k/ZkFz9eLSaAs2GMCj2tLLQYillYT52VHTIUmhxBXm+g2S+4y4LLS50ZF2JhkDY03kZYnkf2azQYlspFHXkyKrKsTYjNvTz1uQclonQYlXlNu272AxuRBxJE7IVf6bLfrQD53zspqDWgX9D0lbV4oYQ4U2WOr+X6qaWcbEndbOwD0fWtDLySlns+f3bhRCYbDWshIMvo3NkZe/XB+lLh4qrFmflyJYJLQ5zI6fMHNl924H7/rN4viykBP7tt4AbP+g/z6q2WwW6I2srtDjPkXVTHFnR6N+RnVgVX77n+KHFuTmyPbPPrveRDaeVcWRNc2SdRGixYbGnUjmyetXi4GZC4Y2d4YZCtgbqCC1WP7I2HSQ1OK3qM6gfz8mW/4MqxHIhW+U6laMcFnvKcK+dkgOXzPXV0du3ZAis16fwBfywxnajUezIeisLqdY/S9aNHzXZVohh2QIvw8ZCN61qcX6fz57nhdVw0xCaklWCMq1qMWDxBoO23FFuv+OV/E1QH1Xt72YoZJdvoxK9aY5s1SJz31wX810XC10XrYZ/g9BO1WL/s7db2UWu4vNLXPL9R3BoYeUpKWoXGxd78srXqwgd2U49ocVLQWgx4FeiX0n0jPlKD6/s/V4ytDjF7dNJq46rnhfmBKY4siZC9kefAa58R/F8WfQWfTGy577guUVH1nXKVbvth7J9ZNur+s+RnQgcWf3YTh3jT+/NpzvqpsWelKM7dUw0rUjIygpCi42LPQVh1UXHUd8Helg1hSwpQh/g2XIq1AClzI/ntscP49v3PGE8v1tSBBWhtlmFwjWFWDYAjta58oGx63loNQSEEGi3GpkD4bDq5AoHymULrEgp8c83bMfuw+Z5MeH+MXZY/UfT/anfV2g3G2g1ix1Z3c3sR9Do51fWMfBCR9bO98kbcUe258ow/FQRObLp56PjyrAabhpCYHmObEofWbUsGzieDNdprf2OqlpcQ0oAULJqcXBIhfBFYzdlH6jvXGpoccVCVl9esyEw2bZTe8CVfrSAOqeLooJ2HlzEX3/jXlx775MrXnfZa4E6nGV+69VN1jpCix3XQ8+VYX7sVKtZTx/ZlQpZXTgsHQKcxXioZ5LQke2n/U4iR7Y1aSZk3Y65+5aGcmCVgHZs58gaCqB+SSvIlXaDQYm+iZn+qxZPaKHF4bRV/jKBdHfbDYRsUZFR1b5nap323hqKPRWJ+mTubtlwZ4YWE1PqyB3rJ7T4ku8/gr/+z3uN54/CfKv5DEuaIwv4IY1ZbRaqCGfWB8ETzUbmoC4q1lGvI7vjwCL+/tsP4I++uMVofj0E1/TmgruS0OKGQKvZKCyyox/CftyZmCObsZ22c2SrOgcGheN5aCeKNhX1kXXcIkc2LUc2ej1Wnd3SfnM8DzPBANxWnuRSDY6sflqbnMPJqsUAgptKy7dRLa4OR1Y/zs2GH6ZqY7950r92twxDi9V2VfF5++0jW+a3vq72OzsOLODOnX7tB+XITrUb9eTIrljIaoP0xUPA0hFgcm32/ErIJkWESfudZNXilqEj6/ZWJgqTuZw2HVnP0QRQjVWLU9vvKCG7qr8+ss0J38EE4kJ2cnX0GdOErDpWRZ+/O+efA0r4A+Zuqcm8+nvU3Uqj0OJgH5jmyOouMUOLSRl0MWBrgKcEQ5lBRM+TpYRGFDJVUWixypENCk40xPIbY1WKZ9eVYW7ZRCu7/U4YWrzCY6X2l+kxUZVInzxiFloTKxhTUpia7s94sSeBdiN98KyjC5p+Bkj6cclyNfqpvvzur/wEtz6032j+0FWxWDzNJq5200ZRlCPb8+Qy8asjUnJkY31ktcWaOvF7jizhC7c8ajQv4B/vqaCIla1r6UINObKxMGyDc1hdF2NCtiFSv8deIt1Av9lQtcusX9taDYHJVtPKfvO8wIVuZecG64Q3oqoQsmXb7/RRSb6uYk8f+tb9eNuXfgwA4fdoqj0qjqw2SJ/f47ufk2uy5w+LPaXlyBqGFoe5kYY5snpLk35Iii3rVYstF3tKy5FtphwXqQlZ4xxZ7ZxVbiyQcGRXR691U2qeqM9dJAA7c74o1pdddMNCP19MQ4ulWy5HNgwtVkK2xDbFqhZTyJIC9N8zWw5St4/QYtfzSg061OChqnDOKLTY/+KmhRY7FebI6o5sO6fYUzQI6m+dV259HH/2tbvD95etdjlvmCcVd/rLDbKM548VezILLdbf088AyTFyZNW5aHaMeq7E17fuwm0PmwnZKDx6BNpSJJBSoqfdtFEYObIZFYsBP0dWJkK69arS8Rt2Zsflm3fvxvuvugcHDNtrOZ7e5qX6a6mUEos9F0L455btYmKAWRuhtL69WdewZJ2BjasjF6Hqoj76+huBI2sjR9Z3ZBGen0W/c2XbkuWuu+SNzbLtd9R8qlBWsgVdlRxe7GHfnH+jNHJkm2HhRausWMhqv4uHdviPuY5shpAt68iKhi+KjYRsD4Dsv8JxsiiR9dBiJWQt/c6l5si2otf0bQHiObLf+zDw1bdlL1s/HrlCNnBkk/vW86JlFAnG7lxQTEoPQSrhyJreKIjlyE4Wt9+RSSFbYpvm9wO7fuL/z9BiUkS8sIfdHNkyd9wdV5ZycMMKuRUNIKPQ4sCRbSwXsupHvorcYteTYehkOye0OHRSDUXMB6++D3/zjShE++YH9+Hqu3eH22wqZMvelY8J2ZIOq3GOrLbpYWhxwTm2UiGrL784tLicIDcd2EbhhKPnyKp9kwwTnmgV58hm9ZAF0h1ZXTPFcmQNj0vZ8HvHk+EA3IYjq76r66bbpbarLPE+smVyZJOhxdk5sgAwM9HEsTNRj0Drjmy7YaX9jp8jK8Ic2aLPUWWxNrUs0+t4WRGtlq/6PtuMBNB/W2KhxTadYBXaWZUjK5rAocf8//Mc2WZW+52SObLNSV9cmIYWq3X0Q9I1dLsWRaZW7GkQVYtjocXBvlU5slICN1wI3PWV7GXr+2UyS8iuiqoZJ8O2dUe1UMjOAxNr4m5xmTBe0/0rtUrcRo6sugFgWLVY36afXgNc++fBusZcyAohLhFC7BFCbNOmHSeEuE4I8WDweKz22gVCiO1CiAeEEOdo018ohLg7eO3jIohJE0JMCiEuC6b/UAixudqPOHj6cSrKElUtLpeXU2YwGIYWV+zIqpDHZkMs6xsatmGp2JH1+8imL7PsHfWfPHYQP3nsYPh8qeei63jRIL3kgMYUt48bJOWLQ+mObJADVyRktZf7CS2O9QqtKLS4bNGwfnpBDgvqe7ostLhVVLV4eYEonViObLDfJaL9GStqV9KNMt3PjuthWoUWWxjwq0JP1oWs5rCanJNpocXtZiP1+6Ev7oR1UzHxW3mxp1iObCMoQFXtOqSUYdVi09DiKh3Z0qHFJa9N6hiumfIHsDbDfGNCdsL/rvuOrEUhq3JVqxKyqzYChwNHdsokRzYR4eSW7CPbmvCFrZEj66Sv05S0PE5bvWT1HFlrfWS97D6yaaHF7RkA0qxysS7K9LY4sRzZNb7LC/iVi2PbVkLIdmZ9sRwTskXtd0osP3yPlwgtLir2lHBknU5+4aqsc3jchSyAzwN4ZWLa+QC+I6V8DoDvBM8hhDgFwLkAnhe852IhwrP4kwDOA/Cc4E8t860ADkopnw3gYwA+1O+HGVbK9gzsh36qFjuehCfNRVCYr2qh/Q7gD1Syij2ZhN8V4YdORqHFXddbJpyB8u13eq6MDdyXeh66jhfuJ9NwvtJC1qBNTZJQAPbVfqcRhA4WuCHaexZ75X/QHQNHVq3C9HP365KMYvsdtc+SocUq/zU/tDjbkdWTLdX+zMqLNT2Xw+9ICbdrotmAENVcE5Is9OJCtmMptFydhhOthmH7nazQ4uXv1W8onHjMdOw9NqsWhzmyFTuy6uM0hDAOLVYud6fK0OKSkTU9L/33Zdn8btyRtdkKZ1ErJlVb1WI12FZC9oltwM0fKb8cJRxWbwTmgmrUuTmyqjpumiNbkCOrhxY3J4NwlBJCtl+HM+kaAuZ5socfB7Z+2XxdsdBiW1WLteJFirz2OypEeN9PDZath4tlCNlcR1Y7RkUhvN25oI2PdizK9JE13b+6g92aKF5HWOwp+PxfOw/4xv/K2aaMc3jcQ4ullDcBOJCY/FoAXwj+/wKA12nTvyKl7EgpHwGwHcAZQogTAKyVUt4q/Sv7FxPvUcu6AsDZQq8gMga4Bg7TSun2UewpHKybCtkKW+Hsn+vg1iBfUbXfaQiB5KZE4rmaELGoanFwZz/ls7glXaKe68Xm7TguHE+WDvcuu1/dPpz+sKJmH8We2k01UM0f9Ojid65jNkDaeXAhrLKqf5bi9juGn6NPITuajmwgZBPuqhAi90ZEz5WFVYuBeHGaWIhsHxECZXtuOq6HdrORm+O+EtSAfu1UIGQtVXNV+22i2TA6h1OrFmcUXtOPyQnrpmLOfNVu6bIc2Xb1ObLq8zQbUfudoutd2EKtz9SAnuuFtQrUqozb78go7N7k2A7KkZ3S+sharVqsXCUlZO/5GvCdvwbu+wbwsdPMq9Qq4bHq+Ghabmixar+TkiNbWOxJzdv1l1Pake3zGKY5sqZC9s5Lga//sbnz7TrmRYL6Ja1qcVr7HbXflOh8/A6DZWvHQ2/DpIcyt6Y0IZvMkS1RVbg7H1RU1oWshdBiz4n2l1H7nUQfWQC443M523T0OrJpPEVKuRsAgkd1ZTkJwA5tvp3BtJOC/5PTY++RUjoADgNYn7ZSIcR5QogtQogte/fu7XPT6yeeI2vXkS2VI1uyqm6UI7vyH713XvoTfO4HjwKIHNlmA8sKXahtrMLJdrTQyXZO4Zvyg+t4iLYaiKiBUNk7+aborqp58aZy8+uOQqthGlqsCdklsx/IP/jcj/CP1/t3YWOfK2OflM2R7bft0Cj2kVXnUZq7OpEjZNNa9ugoDSWl5shqu1M/FKZuaT9OuQpxtzHgV8JViQpbx9+TEiLoi2rWR9Z/jLffSXdk3ZiQnY69p2phrq+/1ci/UdIvUasnEZ6fpsWe+i3W9skbH8JrPvF9AP07svp2mMyvHFmbonIxK0fWlniWMhrwK4Glnj++BTj8GLCY9EkyUO9brQvZPoo9ea5BsSeVI7tYLrR4xTmymthSPUtNQ4s7s/7jguH+9JzgszWLQ1j7Ra/CqwhzZJ34fEBUmMlEyOpCsaUJWf3YCqEJ2WT+sXaMTKsWO2UcWe186afYU3PS/4x5N0WU8G1qQjbPXZUZyzpKhWwWaaMgmTM97z3LJ0r5aSnli6SUL9q4cWOfm1g/sarFhgOjq+7chdf98w+M19Ff1eJyP9Bq26sQ43qV0qj9jlhWcTPKoVv5OmOObCs7RK18aLEXG7CogUjZNh5lHdl+hENYtbikI/vq007AO17+7FAI5YXMeTLav6YVmA8v9nBoYbkjm/V9KZuH1m/lUdNzoOO4+NMr7sSTRyz2/TNE7bNkjiyA3PYoTkqlYx0liCT0AkXpjqxpZXO1rcY3jTx/G9dMtjBreJNk31wnlsOehzo/QiFrKbTc9SSaQqCZUuAuDfV906P02k2RKoL1G0lPXTcVDy22WOypaan9jjqtmg2hObJmQrZfR3bXoUXsPux/l0v3kdX2v8n+Vtew1UEUgK3QYillGDoPREJ2stW0F86sD/aTQnY+MCPSwmnzlrVqQzTNSMiuJLS4E4QW15Qjq8TWOR8Ezggq9qa5tKnvDfZjGSHbaPkCrZPSmiaNXT8pGb6cVuwprY+sCpENROfurf5jMypUtwzpRa/rQjZ5bLP6yHolhGx3zi/2tPlXzN/Tb7EnoYUWF61Hza8LUf1GT5IsUTzuocUZPBmECyN43BNM3wngadp8mwDsCqZvSpkee48QogVgHZaHMo80sWJPhgLivt1HsHXHIWOXTg0eSuW8lq3GWGFP1+dvWhf+P9nOzpGNivSsfHDkePEcWSB9cFK6fYLnxQrPhI5st39H1uQOeX+ObH/O5K/83Aa8/OefgslWA1Lm7xtXyjA0c7ZEK6FueKMk+ixZ69FzZE3y0MpW3FaHwvQceHjvPC7fshM/fGTwly71WdPc1clWdrXunusZhRZ7UmY4suVD3Xtlc2RdiVajgbXTbcwumQ0OPvv9R/DmS2433B5/O1ZP2q5a7IfithrCaF+5maHFy9+rH5NjZ9rx0GKrxZ5E7vnVL9FnB9rBDbLiPrLlI5R0uk7Ums4tGZ0Rb4tmEFocnnP+72DVLZIUXdeLbdu01kfWVgh9bBC+TMjuCzbMVMh2AQhgRheyBqHFSTfMpP1OWrEnk3DhfnNkFw74Yq634AuTM/8n8PRf8l8zDb1W+9HE4ZYyyMds+wJNublFfPosP3zZdDyW5siGNxjSHNlAyB7ZHcyTsx89N3Ii84TsSqsWSxm13/mF3wb+9BHg+FPMKwoDZueDlL44b2jFnoD88GJ1o0A/n6ePy1kHQ4t1rgLwluD/twC4Upt+blCJ+GT4RZ1uD8KPZ4UQZwb5r29OvEct6/UAvitNRqYjRD/td8o6FfrgwThfsnSOrBd7XAn64Eo5ss2GWBZarD5/FeJZd2TbOTmyavBhul96joz1tFQVINVh70fIHlksvvDph8F0/5S9MaDOXZW2Hla+zdk3UkqsDRwt09Bi15PhzQD9s2Rtp/6dMvnoZXNey84fnjNDUBxKbXszpSdsXp9PVUgpCz20OC1Htp8UiiiM33z+ZlNgzVQLRxbNzq3ZpR5mlxyja686fqtrCC1uCD882CxH1n9MFntK2z79ZuBxqyZj4tdmsadmQwQRG3ZyZBtCoB3sgKLjUvYanqTj+KLPcb3yocUlf++TocW23NHFRIudMEe23UTX9ey0BtQH+4uH4tPmAv/D1HF0e/7gfjpoktFox3MDkzSyQotN2u/ojmwQflsqtLjEMTyyG/jwycAPPuaHFk+s8tevChiZ9pLtqtBig17pSmQ1Wv7NgK6hkFXM7jabz/NSHNkmAJFwZBNCNhTjMntfSi86Tlk5sup5o708RFsX0nlisbfor0u1+Jk5zhd+Ra572T6y6vwSCSGbJ4KlFziymnOd933KDC3Ocb5HAJP2O5cCuBXAc4UQO4UQbwVwEYBXCCEeBPCK4DmklPcAuBzAvQC+BeDtUoZ77o8BfAZ+AaiHAFwTTP8sgPVCiO0A/gRBBeRxouwdWqB87pg+eDAWpiUH39E2mblgeej9OWNCNrHYKvNyVViivy5/nWmDyNIixvNigit5d9t0YKcv44iB26TPb7qtoZNpeB4m236EvUhzBltukIs83W6GrnQRnhflGevnb3YfWd39M8kxLOeylw67L5lvbhO1P7JyZHOrFufmyKrQ4nRH1jW4AZEk/K6VuAa1GgJrp9qY7Zi5HurzzhsUHlPzrlE9PS05VSq0uNUQhu13ljuy7WYj9bqobiT9ySt+Di96xrFxIasJsyrQv3vWqhZ7mpBtKkc2fx0rrTqu3NiO44XC1DRqQN+/Jr/F6pqkogBs5cgm+5Or0OJ10/65fsTwpmMplGhttKOwWTUwL+3IBk7q9DH+86m1sUrqy1CCaVmxJ4P2OypHNqxa3Mhva6Lw+siRVRV6t3/HbxGjQmGVOCvryJqEFodCtukLWVNHdirY9wceNptfphR7Avz9n1fsSb9pkCXkpBudXzFHNji2+nrThKepY6rO2wm9V227ZGixwXdLCd+kI5u3r5Ujq7vQnSM525RxbTEtfjakmFQt/h0p5QlSyraUcpOU8rNSyv1SyrOllM8JHg9o818opXyWlPK5UsprtOlbpJSnBq+9Q7muUsolKeUbpJTPllKeIaU0/IaMDmWLPwDlW93oP9hlHUDzHNlyLljusjwPm9fP4KEP/no4QBYCy0KLq8zL1R1ZNcjPy5Et44anhRbrr5tun+L/Z+9No3W7yjLRZ3Vfu9vTpjtJSENopJHG0GkBUgUiJYoWxrKpUaClw6ZsamgpevVWDa+C4tVCBPReLUFBUQvwIoL0oIQAoQkECKRPTnJy+nN2+zWruT/mfOd811xzzjXXPie5JHe/Y2TsfXbW961+rfnMp3nPhjCyO2DAuqcWa1kfoCcdfIM6kk2OO/gYi0q3MOL74hoIugCU8/s7ntOuYU/aV/0gtrEILBX25JAWe1OLLSyuWVWl78vqHBnZ7n1kxTZ2YWTp/gsBvtMGI/tgtd+pEMfCIxsySWdNLU7sILgoK1y4PMR//var1Tp4Udux//P9X8PtxwO9cY5qSIuz8LCn93zxCO452c7G0S4mcaSu6dbU4nNMHafJR2JmgR2GPXVorUTX3IPFyHIgK/zG4liujsWA+fRWYK/LLkVM13BVAy0lLZaMbBdpcZJpMOWTFQNiQJFYAEeIRxaMkU17HdrvyGPcxSNL7ONwVTKyBGQd3k5XdZEW1xjZDh7ZZekQDAWyNo8sIHuksvNS6yNrfofluU0TpfQdtj6yptzYZHZDPbIEZPn1lgS0xqn1pgu4tyoDyF72LBH49ZaX6kmfxjpysTyf0Jl4gKxrgvn/p9Li3epQtQFeaAhKx+RcPnjowiQC3aXFXdbh/K5CsHZ8kJVETWnx+Wz5k7OBOq3Xzsh2Y9fysqp5nyfG53bSficEyIZIcM0qOwNZ8ZMG0P3M7S1WnymFbHJxkGIj0CObOzyy7j6y3SaHukqqdzrJcz5Cyc61VPudroxsYGoxoI8Pn3eqhdp1DHvq8gxK4wiLg3CPLH13ECP7EIU9VVUlgVkceP2Kn3WPrKOPrJxIojJJq1lR4sjZCV734dvw7b/3MZxxAJjP33MaXz/qZ2r4BJ7yyAawvsfWJ/ipt30OP/1Xn/MuB+hrLY5YtsGDzMjOFCNbdJ7U4qck5D25k/Y707zAL7z9C7j3VCDIQTOxmCaQqWcyhe2d16LB/mivAA75VP+NpJ6dgGxPM7JtQBYQy5ugMsQj2+gj2zG1uItHlkDKaI9u8wJoIBaaWqwY2QBpMW1fknVjZEeyoUgnRtYBZLmc15QWA1CTCbZjSeeCfto8sqkhN25IzAM9sgTy+bbZJkjMou+PkjCGno4BHa99VwMv+QMhLae+yWbx4/ujHwKe+dMigdollXYysrtAdrdair/LuoaghL48Z3mJsQxv6OoDfLDaCvhqZgmWsSV46oCpcx9QBntklXc49FyJPrJVVaEsq8bxDJXaFWx9IUC21p+4Y3pv13Aoeq/3EhlI4mVkxXEe95Pg1GIuLZ4HAPSy42Cx6Cgt1lLkB2dS6MEsumdsHlmfhzFv7SMrpcXFq726AAAgAElEQVSVvkdcfWTDg9K6P4PSJMLSMMXaJA+yOND9txHAyCqPLEmLH6zU4qpCLKXFnfrImqnFtj6yciKJqsHIsiAjAHj3TffDVr/x/3wZr/2nr3m3iz8jSVos/u4/bh+9RSTW+jzZVDqxmUuLH1xGlrZ/OueMbBhTWtQmfMMn2Rb74UD203eewjs+fx9+5R1fCtomANiSNo80jlTvdgBYGQlG9uz2g8DIUluXkQygmW02AUAo41jmAgApRtaTWEwVp/X1lQWAKsAjS9LiqQAtwanFO/DIkld4sCylxRIwEcsY2keWmMMQaTEFb/WXRNiT2ZrGVbRfp24PX97GyKZ91Fr+0LHl8l3yQtvYbdPraYLWxt9Sy4RGIJC1SYtDGNmqABDJfQ3xyBqMLKA94K7P8+N7ydOAlcvE7y5W1jxu//Z1wHVv0719H6a1C2Qfgjq3sKewAeE0L5U0qUsrC6BLmxk2aD1H5ikvmuxPFDU9svOOYTDedZbaA0iDfNuAqItvr5KSWArAsQ18p8Ez+QzIBsyO1yVsocBU/Aw9nqY3T0uLPR7ZSpzLhX4aHvZUaSAbklpcVpUCG1sBTNuDHvYkl3+wgE+XIlBtkxYPs6ThlaOal6UK07GVCntCZQ97YtdjaNp60ZHJnssWQYuDDEVZBckwCZSEyNyVR7YjI5sXZSf2ryjFPZXEUdA15vLI2j5bVFVD6cJrmpe1+9d1DKfzsqEuMYuDuySOtYe+5XMfukUwDJfvG3uXA1BLbE7iCHHUfl92VdWYRZMf07xUarzwyRb9e8gErEot7sDIkr81VJUAQLXeuWR1iMWBBnKrI/H76c0HgZHl0mJAMH8maOjCyMYpY2QDgKwpYVVMZKi0eCLARDCQJWlxh2O5fr/+bE1aTGFPoX1kCcgGMLLbsh3ZcLUbI0vbcurOsOUpjMispAfkfIKBPLJMWkyTHzYQZ04UZJY+sqnRW9XrkfUBWXl91qTFWTs4Vf7VgGAoWh6oHy/VqsgVeGUw3gN5T7h8sub37LsaeMx3tm/bN3jtAtmHoMoaw9SNqQgFKLO8xNhgEdYmc+/Lt+g4+C7KSvdf7cCQ2liTuZQW80ri+sAY0EAzdGDsq9zikbUNNLrM5ufGubUNQnbCeG8HsLg1RrZjanFon09TWkzn37dPVVUhiQSrFdJ+pyzFRAD1fOSTC84+smWlJHEhwVi0u8Fe4h1Ki7sOnDenedD2dynlkbWA0uVhz5mILRhZD5CVP4VHloBsc71Adya7ywRDmsQKaIaAU3q+hcjcCZhR8E7os/E33/NVvPLNnwlaFiBpsWBVu6UW1z2yLmlxFHFpsYWRZc8X16HPy/Yk23mDkW2f6KqqCv9y6wm5XPvxVR7ZSLdOa3v/dFXVmKUY2bzo3H6naxAd3UuDLEESR0FhT3TcQzMIAC0t/tXvfBz+4PufrP6+MhSM7JlAFdDh01vBShstLeaMrLGertLi/pIYvIdKiznzRgAztI8sKiYtDmBZVWpxB48stZrJJ4KdJp8opRZ39sgG9MyuAdkFAWRDwqyIRT1zb9g2eRlZkylH3SOrGFmPtPiy54iflz6L/U9KMjZ8sz6PbO6TFkuQX2NkA8Oe4lRMmoR4ZM2wJ/6763oqi/q1TJM7xLg3tsl4tgyW7cs9zGoXyD4EVXR8sQHdvGOl9BeSNIlect/9R5/AH33kNvc6ym4v6HlRYhDYx4/q+954Pf7N73/c+l3mQDuJbNLibgNdX3GPLA3YzzW12AwmmlgGcME9MjsCgZ0xsiTV7iax7RL2VJRCNrnQT4MGPIUh4+WDVBdArypgRTIJIa2KugImWm3oQLjo+P1Ur3rnl/ATf/HZTp9pKzq3pqQUEH44l2x93iYtVowsu/Y4kO3oW6Z1ip/dPLLUpzjk3OvU4gAga3hkQ+/de09tdfIr0j2SBKYWc58oVRbH1om4shQTSVTmKZ3lZe2Z75rUEu1n/NvGvyfmQNYDxvKywqYEVSHsI00Eq04bSawmvVzVVQ5s1vkKe+oiLU7jCIM0DlIZ0HEL7dMN6LCnRx9cwJMOrai/Lw5SxBGcXmlepzZneM5rPoJ3fO5w2EoJ+AzPg7S4kNLiKAKWLwaWLmz/jAkiCGi2egLZDZT2BKDoIi3u4pGlVjb5tO6RJUlzSGpxWUC16QmSFstWSMTIogqbUCCGPbQlkDO12ACyZh9ZQF8zVo+sXP6a7wB+/TRw8HHNbawxshafKv/eIGkx98j22sFpWejWOF3CnvjxIpDqYvjLou43aWNkzcmYEFXDw6Ae3sLoh0mVbBDSlREKeRHqwVcmPyP+fd/pbdx/xv3A2ckLepAlWJvkwZ7VG+8WM39VVdWYgXmhGWSqOI6ajKxips+dkS1K3n4noI9swHHhoCsvKuts+s68VV2BbDdgGry83AzVR1ZK2rxhT5VIZF0IDHsy+xkHMbJVpYBsl4TnB0taPN8hI3vLkXXr5Me5FB0/U/EACPC/OSswL8rG/8/bpMXKI1up+98lLQ62UJRawhm0fCFUFQQ0Q1qG0Hd3kRYT2x8CtAA5idWhbYr2yMbKu+gr7hOlSpPIeh+XprTY5pFl2+oC0kVVeSc5i7KqPYPSOFLPB9/55PdUEJCt6hMzWRK1vn/ONXxNhT3NSx32tCMgGy4tzpIYw14SdEwI7IZaNwBgW15nw16dIYvjCMvDLCjsibaVlDmtRQN4xcjapMWB/kxKLQaA//jeMDYp6cHarzS0/Q59R7QdCGTz+s+1I8CX3wE84yfdrYLWGSPLgSz1kg2RFhMIjTMhLa4qf2sizsgS0zjb0L1SXUXbUszE4KAt5d7JyAaEPREj6wt7ipPmNqgkY/ZdNo8sZ2hDpMUmkA3pIxsnwMJBzWDf+gHx2Sv+lX15oH686Dp1rcuUFitG1gVkTUb2kQFkdxnZh6DIs5QGSKKoujAVNGgY9zXIIL/mVku/T1q+rcTgtVJN1LsCyyNn6w9j3tOVKo4sQPa8SotLJAlJi93Msg7uaV8n99HOi/KcpMUhbWd47URaTIuFTkRUqDNBFM7ikw6WpVh+HOiRNUEmv+bdfWR1SEmINJe+MriP7A4Hr12AbFVVuPf0Vid5YEjRuXUxsoAd/LeGPVkY2RqQZYe2a5uxUJ9oLqXFSx1k5TSRFCYtFtsx6gmZ57bDT2z7XGi/aECyprKdzE6lxU6PbFl5pcXTvKhtqythuCgq73PCXHcSR8q76QNjnE0NAW2ajZbPbsd+2z5zPlKL6RrtYsGh6tJ+J5FhWSGMLF2XXVr1ECM76jX5i5VRL0haTMfFNklmLZJsckbWlHHOQhlZBmSXLwmTFsdmv9Ku0mJIIBvYR7YwgOxX3gX806vc7VPm2xpU5tO6tBgQ8tgQxprA1vIlggVv+4wCsisa/IT4ZPm5C2UZrR5Zk5GV91Y6hGLDafLD137HxvZe8nTgaa8AvueN+m9WIBvIyBJ451LlUGlxFAMXfBNw9GZx/bz1+4C3fJd7edpWvt1Ai7S4i0fWeIb1Au6hh0HtAtmHoAo5sM/iKDgkqYsUUidtiof8rCjVC843EOsiv6JlaaDSNUX45vvqmv1ZbkkttkiLVdjTeUotJvCcqtTi8+eRneV2IPugDYB2ECKm29CEXYeVMYCm9jshqcWL/RSzon2Ab6oPONh0nfeyqrBCYCagn6ja71BpcWdGtru0+PTWHFuzohOrElI+j6yPxZ4XpdcjS1VPLWbr3UEf2S73Gt+vpQ4eWZoUCjnO06JEL40RRZE3GMuseUdGtqzEOyENlBabEn9AMJO2iZmqqgc80e90PZipxa715y3SYnOyLYkjlZzvk3HPaoxsuEeW2OheEmPWIi2e71DqTzVVQJYxsjsI7Qtrv0MKigjDXhKUcs8BbEhyN6CBLL3Dea2MsiBp8bkzsuciLZ4LUNmlzFAe3nYmtNJ+hz6yhrSY2ObC0Q5l87j+fb4tjgVn/rJRGNAnILt4Qf3frto+IxjLtK9Z2CAgywgJ1z5RVZU4ZkGMLPW1TXTasGJkPanFVtlyCrzk94GVS+t/a3hkA8OelFSZpyCHtN+RIPPgEwRL7mqhw5cHjLAn+bvtGABiH6we2UBpcUDf+IdDPTL24hu8qqqbHwqwD+pdRUCB5HbzvFQA1idb69IyhLabYvtDma2LlsXNf/P99RsrL6tG64U4bk4YqfY75yW1uBn2dK4e2ZkxILRLix+cARA/J6HHhwY9XaXI9LwL8sjK652k4239O82U6LA+siLlM45CGVkajHZjZLtKkUMTqgEoT2UI2O9SdG+mlpfUkqdnZF5WyDwvtohRsqqPLPv/nNkjIPH5e07j03e6PVtd0tnVfiWRslGEeGQJGGwGSHhneYm+fC4NsjB2DNDnMBRUFFJ+n8R2eXBjeeUT5dJiu0dWfLf+N4HfkQSZa5O8dr0Vjm0uWZK4rcznWhJHGFGSuGcCYKfSYtqPEGkxTRifD0a2K7tbuw+Czq343jSOMci6eWSBsIk8QIDffhpblRorUlp8z8kt/Mo7vuic8Jt2ZWRpsF9LLTbDnkJbvwT0fzXLZM4UYArsI0vLBqcWG4wsgVAX6OFgjnyrnJFdPKhTjX01kyCU+ryGMLJmP94QIFvM9Pb5ApIAfbycjKwhLY5iKaeW3taQsCcbSLZVnDavu1CPrOolbLD0Ie134hQ4+Hjx7wdublnesk9xm7S4tEuLnR5ZuY7r/gr4+a/4t+dhVLtA9iEo6l/ak83iQ0oN8AJenlPFyMqWEYUGsmGMbDhoIg9UqNSXpLxfNhjZ3ML+WKXF8iV/rn1rAbtH1jbQ6CJ3NAOaTL/jIAs/55xxClk3DZj6aRLMWGuJbeCgTO4eDaBD2msItilS12NbyI7pka31kfV4ZKkNS1DPXRVyFSZhpcswlE3v2g8VAA6f1v718ykvVteRhV3VLHb9mFVVpXq0ukrneFbquufAjT8TCEj8/gdvxW/941ed39nFW0zga5AmKuypCyMb6pGla3zUS5SvsK3meYWy6tCnuKyQRJETjJpFh5mDkCyOZOuv+jpLOZFERUzm4y9axmI/xQe+crSeWuzY5rysvM9d8xmSckbWc9xqQDZgAkd5ZDtIi7sGGfIq2H5P5+WObQZiOwIYWdX3WagAgjyy7L1+fCOsPcvWLFeTGWatjno4vTXDz/z15/FXn74XX77fPhBWjGxXIEsAy8bIdpIWd2VkDcAR2n6n5pFNxb/besOWpQYKBDwIULpAD/87hTRxRnb5UFhCMDGw431yvS3XxPZpDRTJI/uW7wKu/0P/5/KJBr5t3l3l+bRcK6nRfodLkIn5DGm/Y2NkbdXmkfWB8nxaZ2OB8PY7USKkxQBw5AvtywOOsCeftNi4VrOxm5GldfQXRWDaI6R2gexDUEUlBi39NOwlBXST3NELdqxSi0tszcWF75sZ79JHlgAFeWSDJZdSAnZ0vf7Qs7ffiRrsgGZkz11aLBhZmVosf9oZWc0SufxjVPw4zIsSU+P8LvTTIKkYoPd1mCWt0jlgZ4wsDQpDJyI0G0J9ZGWYi+c6LssKcYTgFikm+5nLROssidypxXKblodZECtH57EL+8W3qa1UyngnIKsHcOdTXhzikT2zXX9x02Dax7QoQpYxsnWPbKWWo2tzMiu8zzxzEsNXpHYYZAkGWYw0jgI9slJaHOiRJSA77MjIAn7vOC+S36dxqEe2KS0ma4b5eXH/NaXF436KlzzpQrz35iM4xWSkzrCnwi8tNpODa4ysR4VB99RiPw2SFptstPAG+48Zv65CWXIqfg+LPrI7lxaHvVv1vReqAuDLHFtrkXjK2poVVn8sACyPMpzdmuOsvC5c0mHan2BpMTGOg2UAkWBfd9xHdt7ubTUryYywpx2kFseZACRtjCwHG4qRJWmxAyjxbdu2ANmVQ8DafU2pmll0DEcSyLalCnMgy73G7/8192eKXBwDYv1CPKJAOCNL5zYzpMU+Rtb23bY6F4/sfLuegAzoJGLfs4WkxcNVYOli4J4b/NuoPLKckW0BsjYPcn+xnZENnQB4mNQja2++QasshYxskMXBoEZJiwMGOYqRVdLiSgFY10uRencCYXJI2h7Vfic0zMXRmF6kploYWeN7VWrxOTCy27MCx9ennT2yQLs3tw5km9LisfSJhhQNvga9pDMj27WdTrhHtj6AJmmxb59okE6e7fUWsEGHuKw0G5ImItHVx8hGUYSlYRqUXNsFMNUl3oFS0Y6eWgC4lwHZ88nIqoGxZSacArLOGtLiXMkbQxhZvTy/PQp1PWrGbFqU3sG88jIGDPgJEA8y4WH1tRLipYBsIHurgGwv3CNL6wj1yRalAGZJbPe5mmULe9LPsPrnKVyQKmYe2Zc++WJszQp85JZjAASzZqpg+Pd4pcVF/dgkgYwsTdItDtKgiV2TjRbe4DBGlk+6hFYdyBbnyMiGS4uTOMIgS4KuoRqQXQ8DstuzopFYTLUy7GF9muO0fC64zkvIhFetFAPaE8yf2Ud2tBeYd+wj26VML2OoR7YmLU7DpMWlhfltkxaT9zEd6t6fXFq8fEh8ts1fSYA5mJE905QWA8CeK9yfIQaWAoXyluvOlsJLlfbrLCgPLUoHsk8wAeaOHllbWfvI5vo72jyyNkYWlZ+l562Hlg8Bx1qkvGp7eGpxGyObNyd3soF7f2xg+RFQu0D2ISgaWAx74TP8XaTF9IKlPrLTosSkRVpshhS1lQJZHVOL6bvtQLbJyJrvfcXSnUPY0+s/cite/sefRF6UDY+sbT+69AGsBRNZUovHvTQ8tZgFanX3yIZKhcMltmJ58ZMGwyq12DPYotRUX0IuL74t86IU10YcI3WG2YhJmDgClgZhjKxu4xQyQaB/Dz13O2m/cx+XFk/DWl+854tHWhkmlYJqkQlTSNJZw1en/aftHtmqqpQclW8JDfj7aVLzPfvk2V1k/PQ9pArYv9jH8ZZBPJeJBjOyiWZku7TfEdvYhZEVkw1dGFk+vqaJCnNyhlLDqUhanCQRLl4RyZsEfoY99yRYm7SYACkB/zSOFOMX4pFdGmYdU4vFv11pzfXP6P/fVV7Mz+F0XqrnwY6AbIdJ4iwRQNandqGazAt1LbRNFFJtzwtr0BMAHFwSjBM9q13jhu5hT6ynZ3+hyciOD3SQFu8k7KlXB0KhHlnsAMjW0pENabFLukrgl7e9qTGyl4qfZ1vkxUpavF+ub4eM7JJHbkrnTQHMtrAnHyPbq3++Ji3ui21SrWc80uIuHllXH9ls3AR+p+4AvvL34vd8YmFk5bb5ADAH5wsHBLPuK9s+dU0tBgTb7ZJ9+9KeH8b1yNqbb9Ci1OJBB2lxF4aHXrzkSZznpRpIuAYURUcgS9vRNbWYXtLmYDYvqkYYTRw1Z8/PR9jTifUZjq9Pay1/CNDaBpE1Rrbl2PCBihXI9pPwkJBKA9MgRpYBh1CGlb42vI9sfQAdxxF6SewFJ5SaSgm5p1vSMGvAsShlG5gImcM/yJOUl4dZkLyUjhWxvr7qGroF6IFzl0HzxjQPll8DwJuvvws/9bbP4V1f8L8Q6VqwsatpEmOxn1qkxWK7TZUEL95+x+aR1QoBLf2cFaX3mChJdpC0WDOygACyx9b8zAO/97pKi0cdJh7p+IUysqW0myRJYGoxTU7U2u/YJ+NMjyzNTSRRpDySpzdniCNxrpztd8o2RrY+gZrEMXppjCyJvL54JS0epJgXVev9qAPnOCPr/0z9GR72rPv414/j779wX+3ZNpWt7Og726wmtL1auRLCyMpzG0cYpGFhT9uzAnvHAtR1SdbuOwDopXtGtX+7tkGHPbWnmwPQA/2kJwDa1ASy+7pJizuHPaUORnYHHtk2iTpn55S0WO6bk5ElcMjApMnIAsCZe/zrnkpGVoU9eZ6LVVUHspxt9AU+2RjZfAacvN2+fGdGNtbb01/Ukw3WPrLyXJyTtFhuX2/UPD+v+2bgb35E/G5lZOWEig1kq21kcmlKk/aVDfjT511+XDPsCZDH1jHJ0FWS/TCpXSD7EBSlFndhZLu0D5gZ0mLeP3Z7XlhfvhwgdGNk3f1XbUXbb65j5pIWO8KeujS2zyWrx7dhlpeqByWgpVG2QWQXj+Sstp4Kk7wO+ElaHDIAomM6yJKgAZBePgz4Ahp4BIfSWCSN/TT2XjOUmroqB1qnLQm55vJU87xEXorWTKkj0ZX7BZdCw546nFN+DYYC050wspN5if2LYqZ3Y5Ljrz99D37h7e5ACBqw3nrUn/LZJhNeskhy6Tjbko6plLS44u13GJCVv/ZSPQExy5u+8fq20nFrvx41kBX31sGlAY6tT/Gmj92O//XZw9bPdAayTFo82IG0OJSRJdWCaL8TMmklftalxfQsNhhZj7SYchTWJjn6aSIni+yqh6Js8cgW9fcOgexRL/UeNwWAZWDXZF7gTR+7He+7+QHr8qZPP4yR1ds9LcLOyVs+eRde/+HbDCBb1D2vgW2itHIpYJK4JHAYY9gLm+yezEusjjoC2byZS0F1KBDI0nF3AeJG5TMAkRiQ9xakfJZdUwsHBGsZMjHO+8iGVtJzeGQ79JF1MbKf+VPgxv/Z/G6ge9hTjzOy7FysSCAbzMgGeGTn24INJSAbRcDzfw1YvtTtrQQ0OFJhT1Pg838BvPFZ9skIb2qxj5EdGIysT1ocOKHi88hmIw9jXjoYWQlkfYFPJdunhYPt20j3QK2PbEtqsRn2BIjj52Jkux63h0ntAtmHoCi1WIQ9BcpMO7XfEd+5PMzQT2Oc3popaTFgT4asMbJBMlaxjHpBB7IIrkCpvHSEPTk8skUHafHzf+9j+Ob//gH1b2KFKESI1uX6Xr5vbam1fKCXM0aWmDYabKwHDKKLskQkWZIQSXmhGNxw1rfoeDwrYxAJCKDiG7ATIzTuJciSqJWRNaXc86JCFgtG1nZt0uLKIxvQfqLswLLySYeux7ULIzuZF9i3IIHsNMcvv+NLeMfn3WzrHjkxcHLDfzzbQOmKDHbhRcfE20eWpMWo1ACd3650DHpprO6DWd7CyHZSntQH0QcW+zi2PsWr33sL/svf3oTbjzcBPl2nS4MUG5O8VZY9ZdLiUZbUnqO+Up7gDuoLEfYUB/UWt0qL5bkycxQKI+yJfhfvoFj73bMYcWxXKNCfOMg+cnYbtx7VjI3uXy6BrNyecS9pYWTFl9MzcjIv8BefvBv/8EV7mxHaloQB2baJ1Nx4poTUrKgwyQtn2BP9u62KUl+jQf2RWWpxl7CnUT8NbtcDyMljBwC9cHlQm/hySYtnipHtkFqc9MSF21vQgUY0LTY+AKBql8ICO5MWx2Yf2Z1Ii7NmH9mqAt7zC8A//Fx9+8zf2zyyBFBqQJb93l8EBivtycXzTQGACGT6GFny4pJEGAC+7ReBq1/gTrsFGJBdFj+LGXD6TgGabEyuN7VYsob0POZhT1c+H3j0i/xsZFdpsa2PrJpEkNLi6/8QeNdP6vRoQOybjZFV2xYoLTYZWdt7qLIcL/q8y4trC3sy2e7a8gSWdxnZ3epYBWNkQ6XFuo9sOCPbT2McXBrg6Nqk1j/W9lLq6pE12+90mWkG6gOAsrS3+rAysjuQFt9zaqvGvtD+lRUaHlnbIKcwPJu+MpnfybxUje0B4ID0Hp3ebG82T9LnEMZBbKfY9tVRL0heC7ABamdGVv+tn/qlxZSaGkURVkY9nNlsYWQNtnReSEY28TOykWRkt+dF6zVc9621SIs7sLdqOUeoma8meYH9Eshyn5sLbBFwObnZ7gsF7B5ZANaQJLq/vdJitYF6HTVpcVUhioCnXLqKD99yDF89sqbUEK6i4xtynE1G9sBiv3auXv/h2xqfoev0wNIAeVlhswWY1lKLe4lStviqLCv1HOliHRHtdwKlxfLY1vrIxnZGtqq0DBdgz7xE3JNj6WPtp7EA0h7FDm/v87vv+xp+9q+1YoAmKAjI0jN11PczsjRJp4CsnOxwXQOmRzakPRmfHAj2uefi+W16ZMX7O/y7irJEPwuXFtNEhGhfJJKc296vwu8aS/Y7sEVUUSJzqDTSJMbFq0P1b3fYk9iucI/sTLNZvbEGCQMJhhakpzPEJ3s++8h2kRYrRpYdkzN3W7aPe3HlsvM2abHFI5vV2XGsHGpnZOcT8blUnkPfxIDyLRvgrL/kZ2Tpc1xavHFc/G5lZFtSi1HpY8ZB33N+DnjBb/g9sjtJLTYBMZ2jTEqLb30/cOsHgPs+q5eZb7cwsp5xHQ97WjCArO1zpeV4KY+sYwxlC3tKfR5Zzzl5GNcukH0IqpSM7IAxFW2Vd5AW04u3nyW4YGmAB85OagMw26Ciq0eWt4YBAllc3k6GtUHgUipesSfsKbRPqq34MdSpxe72OxzodAl7mhUVJvMCgzRRrM7BRfGyONXCStK2JARkg9IuxTJ7xr3GAMxVXVOLNWisM7K+a4ZPGKyOsk6MbGeP7CgsGblLEnXBpMuhDBsNnLtKixcHKXppjFMM7LtUG/TdJ1oY2XmLtNgKZImR9UmLrR5Z/f8JnL3qxY/FQj/F6z98G2Z5ibJyT3zlHY4bnQuyNxxcqg/EbNcZPacozOZMy7U4y7WPcNhLvH24qVwTdr4qK3E8k2BpcVXzxwKaPTefURx4ARoAEjM76otneE+ys1ZGlm0S/f+1SW6dICRASvf8uJcE9ZFdYtLiWV46n7UNj2xAP3azv3dI5WWptoVqmhcoyqrTe6+otB95K1CJk8ZikmF1TO2x/M+ziQxuGmbh8ndbwCIv7pN1fSftfzAjm081IOkviLRcQLBuj3mJZGShJbi+2lEfWYORDW2/U5MWJ+I/zsje/Un9u2IVOZA1GVmXtFg+j1zSYkBIfts8svm2AKaZBLLzidiusxaFD0+S5jVYEtvjYnMVI0tAdgJsHpPrs5w/r0e2V/9OG7MYewKVdiz6YvQAACAASURBVJRa7JAW90ZiX84eFoqBw5/Ry+Tbfo+sLVFZfT9nZA1psc3DaksU9smrzXVQpYMAj+wjC/o9svbmG7QKObDvllpMUsV2wKF6uyUxDiwJuR2XxNnWmRvgoXV75PJjOQjqEhBFvixaj+6bVx+YJbawJyWFDWdkzfXzARKxVCq1uC3sqQMj+6f/fAf+/Pq7sD7N1Yw1DbbDGdlYANkOvmWSnIZ4RbunFtfZEECES/lAs/D/id9XRj2cafHImrLfeSHknamjNQnfpr1jAVAeaAn94fLAH/nTT+Nvb3TPcNOhWRpm2Jy2y1EB5vXsKC0eZAmWBiluvv+s+rsLBBBIamVklbTYDmRtHsa5457kFYFSi/W1x8+d8EZH2DPu4cr9Czi9NVOtvVwAr0uoHU0CUmoxqR0AYO+4Z31G0HOKJpTarsVa+50sqYX9OD/DgU/g850mN7M4lJGty/sBnSBuHjsT9BIATBXQJEY2aWVkxe/6HJkKFIBJi7lH1tdHtiRpsQlk7deAso6x5PR2VYX+rtDJpVlRYWpI4UlaTAqbkO+icxvaHiovtKeZ2mO1TbhQK51R4GQLIO5xl7QYqPtkXeOUzn1ki5lk3yDDnuRz7srnAde9VSf0zreBB24Gfvdqe3hQWUr2aQceWZvkt5XZZfdakjU9svcwIKt6xfo8si3S4lrY07i+zMqlQlrsew/NJ6LtSsYY2Vv+Afj9xwG3fbC+rArgMo4BAVQXK0ssH21rMWOMrAXItjKybFtsXk+VDGzzyHaUyLra78SpSGo+c48A/WUOHPmiXmY+2XlqMQ97MhlZG9D0MrKuPrKlQ1rc4pHdlRbvVtcq5cB+0KGdg2o708U7lnFpcQsjywYCISyCAqU9LQdrKx3qoUOo+HfZGVlTWtyUuIUWMTR8YGJ6ZG3HtwvI5wO+mw6Ll/RFywP1oqfB9skAICu8bUAvbZfO0fKADlUKaUPDEzhDirOfVP2sLbVYD6T3jHrdPLK57iMrvHDN9fDwl0ftEy/9O0/4ky95YMstD6zjs3efbl12ddTDXA5u20opKDowstNcSBAX+iluuveM+rsLBNC1eGK9xSPLUlBtNe4nDTmiDogKYWS1951fRmWpzzs961ztt6iUJDtgwm7CnnMAcECC0zSOcNnekfWe4dJiIADIco+sBC9tz+x5x2cpANWSLYljVBVaw+BIWsxLhz3VP1uWdQWF9sjK/ZKTkf00loywzV7RnMwzWVP6+8GlAXpJrM7LuN/CyJrS4nkhcgwcx47ud3pdhEiLu07U0nbNpLwYENf7NBfSYpKzhwYjJnEkWoMFWD7mhc6LWJUKk1MtdoxtOQk26hhI5puounxvAJAlaXEXjyyxb9yTSYwWyWjnW0LauXkM+PI7mt9D7FmbJNgsl7S4EyNrCXt6gIGdzeP17wYEqC3LdiCrpMWLel2pwZSuHBIS5W33OwvzLSErTjIBbObbwJr0nF//emOdLEmaF50fl0+WfJdcWnw+GVlTIuuT1XZtI2NjZIu5+PveK0WfXpJO836v8y2xjdmw/tmg9ju5BpmjvfX9s7UusoFM5cXtGvbkmOzebb+zWzstmiGnZuddGJ4uISi9JMbBpT62ZkWtSbrNQ9M1tZjCO/YsiAdQCPNAgx6TxXX1rIyjqDGg4wOSrqzsKQke+f7RYM7HyHaZzTcZw6sPLODtP/5MJU8kJuj05gw333cWL3vDJ5wz6IVMVe7qkaU2DG2DdEADD86q+ZfXoJGqlwSkFsvlV8dZp9Ri8sqlso+s7fzwsKfL94mB0J3H/UDWvK7WJnNcf9sJ3HasGVJBy1L7oKA+tazdTEiVZYVZXmKQJlgcZDUA5ErXpWO+PS+wPSuQFyVe875bGr1UcyZVtNWwlzS8ovqebPfIcuBUY2RLDZ4HWVyXoVqOS1FWaqIk6DlneGQp8fnSvSMMssTLyB6Qy7ZNqtQ8snI9bSoafi+ETlQSw6rkwS0KCfKd83J9VgAp/e9EAVnx7xHzyIqAPfu5oeJ5Dbb3xnXfcine/TPPUd/bllo8NyY4N6eFt9UPPR/oes5YeydXdbXO8O2i+32hn2KaFyhLZqkJDOGj1mBhieols2JQ0rv/OlXS4g6MbF6WXgD68qcdwv+47slYGWXOkDNqZdQ57AkwgKwEAkoKu629iV97r2Xj5TMu6Tf/n6+SvtgGetAEt98xw54MILt5Ehju0b8DRmpxUfepuqTFSt46rv/kFdKCJ5/oY5kNBZNIYOWOj4jjq7aFfMIWaTGgWXPbOgBDWnxC/G4Dst7UYmJk5XnloE8t42u/09HraesjWxbi3O65sv73M3drKXE+kbLtnaQWlxqUxrGW0QPhjGwUiX87pcUOj6yrx++utHi3dlo0Q0verrZZe2p9AHRLLaawJwC466Qe2NsGV+aLfmOa45YH3EZ/Gpjsk1LOIBZXLkMDHA1kJSNrMEZJFNVADWCkAncFstJLaPPIRlFkTUmmddKmdZEWA8Ble8c4tGeEnpQ/Lo8y4YHcmuGmw2fwuXvO4P6z9iCGnHtkQ/oPMuYQCJQWd/SOadCo/9bGyJaVljMKafHMO3ljsj95USFLImSxHdDrJGVxbV20PMBtxzfw8a8fd67HvHbWJzl+8e++iDd8pCljo+1ZGUogG8Cq5Ox+DWm1pP2eiRokU7nCW/gg+v6z27j12Abe+NHb8ZFbjjW2xcXGAkJVMcvrgTL0u2+AStcAP5b8cJfMm9lPk1pvXBsA4Oe2i0eWJokGWYKVUYYr9i04mUUlLSZGtuUemfP2OwRkW4AC349gj6xUX9DzqL2XapNhz2IHI2v0kY2VCqXONPfTRDwDLauuh6Pp5zZXHBCLvtBPcc0FWho57relFovvII8sXSeuZx7d0yq1OICRtTHHbUXXD93vS4NMhT0paXFAKx/FyA6zoET1eVkppnR13EFanCVi0mAeGvbkbr8DiGf1S598MYae5ORZUUglQWD7jjmTZQ5sjCwDsodvFIPy+z4LrButmAgwmICirZIeRKiQ3J9Qj2wttTjRA3964G2fAvZfI34nRpazZuW8Lrd1AQuz/Y4pKwbCWvDMt/WxTAcCfPEk4aNfZutskRa7GFkz7Gn9iAaUNmlxW2oxoFlem9fT13pGSYt3yMh+9d3A3Z8Q69x7ZXP5lcvEz7nLIyu37dN/4u69y8OeAODSZ+jv9QFZc59sbHJtHeYEgK+PbEdv8cOkHll78w1aNLAYBg6MusqiiEWIokgN2O48sakGlbbZcS4/nBUlXvaGT+BFf/DPTiBA7MrKKEMUhTEPNHu/2K9Li7VHtiktNnfX5tUKLZLz8oEMfwEncWRlQoqyUuC7VcJmDL6IZaCZ714SC3nt5kxJ1tyMbKlSi0P7FQI788jyz4csXwOyqb/dDw3SASGVy8vK28OzAWRLxshaPbLiJw3WH7V/jL//wv34kT/7NG6+z/4SNvd1bZLj1ObMKoE0JwjWJu0DRQ4KQ86dTuCNcfi0GAS84tmPAgBnsi4/5m//zL2KgTeBdlFUTn8soIEMD4Sje8v3OWLE+L5WxvVE91c/i2tA1uap7hrIM5kXoosHe2784guvwSuec7mz5zABDxX21CLxF/JLAnziXm5jZKc7YGTpWNHx+qcvP+B9L9ilxXZ7RCm9ylQ87RdgHtnMzcjWw9HE79O8rIXQufyS7X1kJQCWz0oKanOnFtN+6PY77X1ku02S8OUIfC4OUuWRpkmNsPY7BGTTMEaWeWRDpMVVVYnU4p5gZMP7yPrDnqh8AVLzovLKkxu1fr/2B1qlxRJ8nbwN2HgAuOY7xL+P31L/HgJROwl74p+nAX4bILZJiwHJtE6FL3bf1eJvW5KVrIU95TqxGAiXFptBT4AIewL8LXjyiQZbxMjOHOt3SYsHbR5Zo/0OD5Kad00tJkaTpMWlJexJ/tvXfqeTtFh+pqqAd/8ccOQL4vrYc0Vz+VUOZC0e2QufJALLvvQ3wF3/Yl+nCc7/3f8EvuM1cp980mKLxLpT2JPPI0sP012P7G51LHqxEZC19XXlZfYmbatpXqBPKbkSyK5PcuyR7KkvtXgke5B+/agILHDNitMM+7iftrZfoZrlJC2uM7I00G+232m2Hpl3PBa8Tikgq7+DD9TTOLL2cMxL7onygz1zQEXBJ8QapUmE1XEPpzZnapDrGhgTk9ZLunlkCcie2Jji5EZLEFDFj2c7kLX2kU3a+8g2w0vcAzOTJV6f5BhkMVJHerMZQEU+WcANIk3v9cmNKbbnhTUhWEuLtff45vvO4lff+aUgxjcIlOVaJvtbL3sCfv0lj8PLn34JADiTTqd5iZVRhh+89lL8ycfvwCdvFwMoWysdU7bPSwE09lzQfWQ9jKz8yY9xzSPLzvsgS2qTF7bnRdGRNZtKKTaXTP/gtZfhWVfuQ5rE1omuqTy/436KUS9pZWSnPOypJ362AYUaIxvYJ5wmN+l59PNvvwnvvsneRxWQLXUMJEugxLzmywq1sCctLaYwprpH1jah5WRkLWFPplyVUotd94rJyNJETNu9S0RFlob1kSUFVHALLbkc3U+Lg1Q9q7tIi+k+WB5mQbaEaV7U5Oy9NPYysrNCJIEPsgSjLFxaLPrItoNQX5tA7iEPqrP3AcsXi98HNmmxBG73fkr8PPQM8dMcuIcCULPMNinUQ5Xa/zjLDHuigIBStxDaZzCyXLpamIxsi7SYgKzZegcARnvE37sysk4g60gtbvXIynPQGwGIRMovlZeRtXlkbYyscV1FkWBlre13OkqLEwYGN47qyYc4FXLuxQvroFgxspvS520wssNV4MWvFb9PHFJsm+83MbzBvFytcRIfI2uZAEgHYpttdpXd9ju7tdMqpNQyWKpW62PaDjZmue5bd5Alee6TflZfH9lBL8FRlvjq2jYazI37SXBolUq1HNSBLLGs5gtRyNxMabEeWIYysjRQI1BX98jWgawr6IQGsV0kbIAG7bTNaRxhrwSy5PFzHeOyZH1k5TZ/9ciaM/E4V4BLDAp+6x9vwVN/84PWZan44Q1r+yF+dgl7Kpifj1jNUx4mjJ/z05tzfP3oOr7p4mUB6C3rMVsCDVL9UHZNdph/PnJWXPM2QE7bozyykxwfvuUY3vqpe7DuAJl8YB0y2CUAPchiPPeaA3jFcx6lmDIfI9tLYvzHZ18OALhRBlaZg2XyyLqK7g8u/3QlifPSjKzdIytYQ8nIGiydVVosr78kjgKPWaGec2YJRrb5HSqcJo2x2hI8VlXCt0yTgsNMnI8fe8uN+PjXjzs/V/PIBrTAAhiQZc/AY+vu5G0KguOVJc3zYVtWS4slI6sm2xIxmdca9qRl89xb72Jkh70UVeVuI2WGPRFwdKcW1yfTMqkiarMr0IRNqNxbeWSZtJie1Z08sjL0bGmQYX2atypf7j8zwQVyAjqKotaAvMmsVNvUJeyJ0uDbyi8tLsMTi+fbAjAsiQk6LyO7fkT8XLpI/DTDbVwsYlulhpdx+4yQ77alFjf6yMp3zD+/FrjxT8XvyxeL7yKPbE1aXNR9o22MLEmLeRsetS2R8Mn6PLLzbcbIDiQju8HWw4OoHNLiUEY2HYj/OLC2eWSJFTRBINBkZG1eT9pGq0e2o9eT95F94Gb2d3kM9l4lwCv9mxhZAqm2CZTBSn0Zs2y+XwXgA8OeaNu9HlnHOs5H26KHST2y9uYbtEhqOQgMD6kNigOZih6Tw128Il4OxNTZGVnxvd961b7ai961bRvTHFkSoZ8mgpGdl/jUHSfx9s/c45w9NtszEGig/bOFPdna79AgIoRBFPsmliNpMT+GXFqVOvqU5mWFUVYH364yB19cWpwl1Buwh9Nbc5W66hp45KWQBPIwkx/+00/hjz9+h3V5uq6yJFbHGPBLhmtMS6ewJ/23fks/ZM4e7ZF9EX19dPl2fOrOkygr4OmX70EvdXlkIbdJrOPfX3splgYkBbfvkymfpONgG2yrNGgW9kTnzLXfXe0ASlrMQLgNYPKaFWLCiloO3X5cDFRMRpZLfG2lpMXsOgxKLZY/+TOCH20awAP6Wae23XIf0f08ypKwLIB5WTtevNLE3kaGB+GtjDKc9SgDaBs0IyvWdXx9ijdff5fzc7MdMLJ0jviEg68/MGe7qehcmc+wprTYz8i2tSCj7zczDuZFiThqencp3O9bf+cjeOBsE5zPixJRpAE1SXndqcWobT89w33POf7eCLm2AH09ckaW/OraIxsGZGPJyALtPa7vPb2FQ6uaiVsZZV5psWKJewmGvTSIkS3KCmXlv7+pfAFS8y6MLKXmLksgy1lQAjIEcjakz38owYHJwp03RvaMXoevXNLij70G+Pjvym3dA4z32VOL51vAqTv1v9va76iwJwsjC4hjuGbpCUuVTzSbmw4lI8uAbI0t3mFqccHOQdqrb48NyBIjbAuwMgGdzesJSEbW8j70sb224mCQJ07T55/3q8CLXi3ShQHNyFJStA2MD1qOFw97olIhUjZGlsC5Bcg6GX2HtBiwy4t3pcW7tdPSqcXicLtmqqk4sxDSzkMwsvrCfPrlqwA0G7ZtSy2WL+3vfeol+HdPvUT93RU0sznN1cBjkCU4uj7B9//JDfiv/+tL+LvPHrZ+hl76455dWmyyP3EUNVqlnYtE7FSAR9bORpQYBA5ccjkoo1pgjCwNuPaMMpzcmCrw4gJDBWNkiXE4uz13+qyo7ywANWgC3OcQqDNo3cKe9E4OZfq2qwoW+rN/QTy4zWTd2jrYOfjEbScRR8BTLlt1eoVNcH3F/gW85ZXXevfJtau2c0HvE5IWr09ydQ8RG2JW1xTwiZHAC+iBvat1CTGyy8MMSRzh6Jo4pqaHty3UhZiqrZq0OISRFT/pXB5Y7BseWZZabABOGytG52rUT8LAf16oZ4FZqcPvzluTrYwyL9PF2VtAAz4A+MTtJ5z3LX9GB4c9SZUOfx75VAtlhUYKNZ0rE6iZCce8bQ1QV40kcTMpXqyvaUHgABao+4l50fV1YmOKLx4+0/j/M3l90rlcUx5ZxySUcb+nDkl17TOlDmg62tJjWm8XeWRlavFAe307t9+JNJD1+WRneYkH1ia4hPVwXZUBeS6gzuXOo564d9psNypgMUBaPMgSbDue70KeHDhsJOlpiLSYwOBQjF0aA3cFvnYIZAk4bJ/RTJq3HECW18gEsmybv/Iu4B0/qv/tAiLFTAAXOg42aTEgjuFZD5CdbwsmFmCM7KZmGEN66caJYIRd4UU8OZrOQxSLz9ikxQRubfukUovlttgAGSBktVZGlgYmHYAsKvFyP8oYWfruy54JXPMiDWSJkd2Wzy/bBEqSiX2bNJ9xYhuL5nVjMtHm8oAl7ClDowdubR0dWN/d9ju7tdOiGVrlkW3rS9iRNZvmRW2W9GmXi1j4ExtTp0yIXpJpHOF3vu+J+MMf+GYAfkZ2zNo20CAacDOMZvudaV7iV9/5Jbzyzz8DoBn2lMT1WXZKb6bjFhJORDPPAAt7YoMPzoBkjoCYvKxUYq0vfROQgzL24CEge+0Ve/CCxx4EAOwZ97E2yZVn0O+RjVWas2hFU3n7K9Kq+QDfJzXrGvZUWRjZNmk5Z4+oj64PyPLtuO/MNh5/0TIW+il6TGJd/37IbWLnMtHHzLoOhwzRdmxp2XE/QZZEWJvMldzXJR3NO/o9aSKAS3D7aYw4cveRneYlemmCOI6U2gLYASMr70cOmBUjG5BaTMDgguVBwyNL16MpAbYeZ/Lp91IUZdV6PU7mBfouRtbhd6f19pNEJGi3gApAWx54mvRkXuKGO05aPzdl5zu8/U6FJKo/A09uuu+RqmpKi1UfWVNtYLC3bkY2QRI5GFnL9Uz3Fm81ZZOZcvWD7ZySxLWXxIgiDRxdk7amT5/umbknvyAvK1ywNMDjL1rC7/7T1/DRrx3DnSc2g9KUz27P0UtjDNJETUx0bb9DqcUAvMnF95/ZRlUBl6zqPpWr4ww33n0aV77qH63Wh20FrmNrcJutuvR/HWaJdfIbCJcnA9CM3ZIEsn0bI9sHEAk5a5xqaa05cFcgqi1t2CizTcrk7LkxsrxGewUrS6ydYg4tz16ftDjJNPiwsZeAOIabx9xptDzsSTGym3piwMrIWo7lYNkNzPKpAE1Jqrd3uCq22Rb2RODWysgGhD0BAR7ZDtJiQJyjo6xPrLmvI9lSiRhZ+v82RhYQLLZLim1lS32MrMO/Gvva7/jW4WFkd4HsbnUt3kcWaB/sdA1B4R5ZQMgyAeAr9685PTQqpVTKX2n22LVtW9NCAdJBltR8m67gH5olJnD3ho/ehrd+6h7VV9T08cWGR5aAMB23EE8nP140QOLgpsbIJm5/2PIwqw2yXJUX9SbzxHa85IkX4XVycmBpKP5GYM4FNBUjKwdqmxLQuI+vZmQ5m+MbrPFDGCK5s/WR7WdigOdqM1OWzL+aJVgapF5WxAxiuvqgGMxkqYORLckjq/9Gg6s2n51ZvtZUcRRhcSACW2jw6JLc8WszhJUjQMyVFFEUYdxP3YwsAw57PUA2L8NSi7ctjKw3tVgO0DQjO2hMjChpsemRtZwXOmYDJQH1H7dpXroZ2SSyBoNxH+fKMPOGjullxfYMGSObxBFuvOu09XM7YWTJR86fRyc90mLuO6dSjKwB6AR7q/9tAtlmarHfI2v2NOc/baDm2x69H9ccFOE1Nr/3XD4zI5nkT4oC5ySU4ZHtqzZ27vdoUZbopzHe/uPPBADcfN9ZPO+1H8Ur3/wZ5zpol9cnOfpJXAPplJkQohwoSx32BPgZ2XtlYjmXFi/2NcCwXa+KXU1idY22dkJwdAqwldcjG5h8DEAzsks2RpYYvUj7ZHtjBjgcjOz5kBaHMLJ8oJ9k9oH/cI+QAlOPVvKhNhjIyC8tjjPmb3UwsnQM1yyBcFUl2E/VR5Z5ZAm0FzYga/EbLxwQYUi24um9CsjKIKq5paUgSZttQDYxWEMnI9tr+qVpeaBb+x1AXFfbp3WSNpdfAwLI9hYFoI9iJi12XHeDpW5hT6kn7MnrkfVJi811eMDyrkd2t3ZaKrWYXjqtjGw3mSL3yALA1QcEEPjRb71CsmduNoR6Cw4tvjlem7OchYTENeDk8oWZYU+fMQaCpkQpieoyN9rGfgevEx9okDy3llrMQGca21Nxcyl9W+ynra1X5kVZY7HII8uLBo50zHw+S+ojCwAbct2uwTHv23maDXh8jGzRkZGlSzE2pMVt28XHOgeXBji25mabTEbowKJ4EIt0ZPf1X2dk/UDWpWywfT+BsySOsDQQ1wDJtZ3nrmPY05SFPfEa91InIztj6eT7F/WL1ZxsKcqykQhurgNwhT2FM7L7F/s1K0DBvJl9wyNrAx10XxKwbgOyIuzJzsi6ABkHsiTZdE1qmOFFdJyedGgFgzT2BuAAQrUQzMhKlU64R9adWmxKqks2oQBoAEvrIka+n4oWV1Yga7EgKI8sC3uyMbIXLg/x1h8TUn+bzUEAWfG5QZaojAXnJJThkSVW3mdvyGVLm3FP9MolMHnDHaesy9cmQCdz9DMDyO6Ika2HWdnq8GkBAA7t0YwsZ+Ztbcs4kLX53W3FP9NWPo/srKjCw57OHgbG+7XklTOA/HcFZBf1oPx8S4vp89tnAhKLAWcfWapsJPYrG2sJLYGNzGDvBkseafFcMpxyO12MLMmzbT5ZAiwKyEpgOd3QoJ2vn9g9G5BdvBBYO+LY1pkGdHQeRnvENneVFqfGebGFFgFSWmwLLXL4SV3FGdl8on3bZj3mJcA3/5B42aVDJi12MLKDZY9H1hb2JL/HJi2m89JILXb4hIEdyJd3PbK7tcNSqcUBL2Cgu0zRZGTjOMKdv/1i/OwLrkaWRM5AI0APbtp63G5Mc8WsDrK6p80FNmZKWmxJowNqklxADNRqHs6SZF3t4R7qM2xbZnnZAL8JW2fq7KEoGIOlgPYJopl9U1rMiwaOxGK7PKyUWtyTIIQGMa7jW5T2Nis+RrayDFB9Zesjq73eDma5qrNHB5b6ONqSyMrrgARprrAnsx0HoCdFXHJDk/Wl8jGySSSugfUJC3tynAuahADCJlymrP0Or1E/8XtkAxjZeVHVrnOzbBNqWlrc7qE7tj7FyijDIIvrqcW1sKd2aXFuANk2kDCZl400ZKo0jq0+wWleIJVe1INSCu26FqnnLA97etuPXou/fOW3iGA4x/1C1+jiIOvkkU2M1OLTHpBdMdk2FT27TXtEadx/hJXpmuDSYlvAHlCXB+dFVWMs6Rnr82LTc9AGxGa5/twwS9T1W1b2Z7ypwKBrwM/IVkptNMoSZTNxFX/OrE9y9NOkBti69ZEV7zJiZM0+z7zuPbWFJI5UajEA/OILH4PHXSjYS9uzfM4mnShZ25eLAOh7K6QHrGi/43inGzYmb60f0SnEZnEQRUCnv6ABrrP9zk5Ti88l7MnCyJKXMhsyICu3OdWTEnjMS4DxAbckuJyLY0EAxyktlsDLxsjm2/X18vY7XaXFixfqBOnGeiYawNJxVYxsR2mxych6w57Op7S4EOt0Adknvhz4jleL37OB3yMLCGmxM7W4bALGkPY7tj6y823ghjc12enzJV9+mNcukH0ISgzwgIGUJ7UysuylGuaRbUq8SNrpah5PAxUafLexxVvTopZ2ycs1AKUBjw3cAc3giTiOUFYabNEAjUD2y95wPT53j13ep9ZpMGPmvnMGJHF4ZFVD+0HmHYQAkE3mm9JiXsTs0GBq2xMYFHNGloCsh8GlAevbfvRaPPea/QBaGFkL4+0rlRDMjpua9LBsV1VVjZ6XBxf9jKwJMqkXci+JrdfWjjyyLmmx7ftJyhhHWBykQlrc0jopL0uMOrA2trAnQFwrvtRiBWQX9It1mpc1QE4SdVdpRtYS9uRLLZbH+9j6FPsX+o1wtlofWcPLQjbGMwAAIABJREFUagWy8hlEz5U2kCCkxW6PrO1ZycH/o/aKAdWdJyyDLrb+Hrufn3XVPiwOMjkh6GdyFwdpMCNbSGDKz1NRVk72zpwcArRHlj/jqqpSQVJUuv2O+PeIZR2klpZngNHLvCyNd5JmaF3snM/vPWfX8bif1OSzvokr3qMY8F8vRakncwa9RMm2XdtrTj7tGfdq79QuQFZIixEkLb7/zDYuXB7UJjSuuWARv/aSxwJoY2Qjq03AVqrnbwCbOszcAVLzogoKjAIgBvguGW8NyBIju6DDiUwgez4Y2WIupKQ7CXsyn4sEELMhkxYbjOyV3w5c91bZ19PDyMYyNChK9PeaRYws791KNZ/U15sNddiTCs+ytd9xMLLbp+wgKJ/aGdlsaGdkZxtiHTbAbLaIcUqLsxZpcYc+soA43j5Gllc2YtLioX2ZwbLbI2sNYvLJfh1saZwAd3wMeN9/BQ5/OmAdvtTiXWnxbu2waIZcvQzb2u+UNOMa1l9xlpfOEJQsiTGzsFQ7YWSVtJgNJuPIPTNOL08aOANQbVLEupvSYkADFXqRqsTIosRn7rRLw6joeI1lmqN5/Gp9ZI3B6ZGz27j2tz6IExszpFIa5gvqAMRxzFqkxeZAfXtu/06eWgwAG9Omx5dXyQDLs67ah1e9WAx+XIwegFo4T1gfWXvYE+BI/LWAzP1LfRxfnzr7Ppq7RwFRvTS2sjRmH1mg3SPrArJFWTUGbEVNWpxJaXG7X5mYd2L2fKX6yBoDy1EvcfaRnc71hNVe2SOa7ls+4ZJLNspVg0yE7HAWh46B73P0f46uTXBgqY8IZniYPidm2JMNANC9R1JyX2ovIJ6bTiCbxHYgy0DT5fsE83PXCcugC832O7Xvj2Nn+y9SnnRiZC0eWQD4tXfdjDuObzSXt0qLJSNbC8gTP2vSYuWRrUum+1mM2DWZZ2QV8P2i98mscPsloyjCuJdagRgpXgDRc7atdZVOLa6HPfkYWe4TH/USJdd1sYnmc2NllNUmbMVzOex9LPo4xxhmIizutmPN80m1NSusE730N9tEAD23u0mLu3lkAftE5cwyae6s6QbQX7T/Pw5uaHDfX6gDDl47ZWR52BMxZ0GMLNtHW9gThQJlI8HIVlWTkSVPcJK1hD2lYt//w7uBJ/97+3K9sQDgNmkxMcKckZ1v1T2yNUZW/h5bAObSheKnjZXNpyxQygx7ckiLXZ5fk5l0hj05/KE76SNL24Qq7BpIB+1hTz6PbFk0J0C8icIOkBlnWiZsepG9Htnd9ju7dR7LTC3+u88exl988i4n20eDymGWBMk/p3nhnGnNHPJM7ZGtJ1n6PLJKWsxA8+qo5xy8mX1kAeAQazPQbL8jftLgmLxYfPDq60cKsJY//RTzVka2Pvi99eiGSmNO4jiIkZ0VdT+ibVBisrRuVk96ZOW5XCePrEPmxeWsADuHDo8lYLbfCQl7Ej/5INrXD1mzJ/pvBxcHmBWlM2jHlHeTtJgGXebgkQAxv3raPLJFWSFyYDSTleXhMksDIS2mc+bzN4+MNlO+cjKy/dQpE+SgbJ/sJXupvJ/4hEtelP7QJim3rPeRlRNbAe131ie5YGRjGyMrfu/SfueCZdmiacPN2gOUWuySFkdWBmlrViim/KLlIXppjLtO2hlZxVolzZe8CJNyyS27M7LEXpvH+z1fOoLXf+Q26/KN1OKY5PR6u8xWNeL3ukdWhfalCdI4ssrua2FPRdWZkRXrsV/LXFo8Mq7/kJRyuga8LcDYs3GYJTjVysjWv2vPuFdbNo4jp0LEtr1xLGTN3//0Q/i7zx7G+262yzXnjskAXysumkhIk6g124KvB/CHuVENPOos1/Zaa7auU4jNskmLewuesCfW+qVLccBEMtGgsCd2nBILkL3qX4ufxCbnEw1kiRklL27S84Q9zTWgvPzZbuAPCBbRxsjmFka2KgBUzCPL1l/M7CwzACzKEKT1ByzrmbKJBHlTDlc1mDdrtuWWSitGdqq3KbEo95LM0X5nhx5Z6m3rYlh5ZQMdBuUMe/J4ZG1hT3EittnbfscS9kRV8zqXACpPH1nLNbfbfme3dlqUWkwvgFseWMf/9vdfxqve8SXr8joEJQ0LOMrd3rFeElkH9zQLT4MhHzgBKLVYz+RTrY59QJY8svpG4+mM5guRJHA0iKL0Zj7YP+NpFC/WqcHzrCgbM/wc+GWGR5a35kgDPbJ5UdbkmLz3pOtvrmNMjGzTI2tfnks5ASYZDewjGxT25PXIuidIOFtKDKvLm9hgZCnsKbUnhdqlxQRkHcxrVTXAFZUJPmphT8MUZ7fn6pi6JiF4m6hZwD2rGFnTI9tLPGFPXFosBhQ0McTli+YEh61GBsjYmOaCdfJJi8HP6QBR1LyeEsXIBkiL5XG6aEX3Gr716Dqe9N/ej/vONFMw21KLy6qZTr01yzGSz604jnDZnpFTWkwgyuYjTB3MJaCfOUuDtHNqsalKAfTkBK/KIi1WqcVsn7V/3CYtFj8ftW+MX3/J4/CCxx1sTOZR8b+Z0uJ6arEnHbtvVxdwMGQ+G233r5L6k0dWyXzd4G3OJnOGvQQnJNvv8oia610d9WoqpySK0EvjILVFIa1EAPAb//bx2DPu4aNfO+5cr22bfB5jPeESq8kzl8qHSvVuD5AW0+SCrWd22+RFraYbgmm0lS3sqb/olhbToPxcUou7MLK+PrLP/RXgWT8tfiegdvJ24AE5nlP7wxlZX9hTIMt8wROBe25oSm2VtFg+Nzh76JIWu9a5KD3NNi9uwRhZkhKPZHKzS1rsArJxCiDS55WzvbXlHEFHilnsyMhyYHroWuAJL3d/hrPJvvY7xVSfA162sCf6rk7tdziQZZ+rHMt7pcW7QHa3dliuvo6udgvcO0YsQ16UuOlee3+vqefl4vbIysF6ome5Xambs1wAwnFPz+QDAtwsD7NWafFQJkcC9X55JhtBy2hGlgb7et/aGFklZ+6nDUkcUAfPSRzVBjBn2XdzWal/fXXPUGSh/UxG1jV7nsuQntDU4gYj22+fnef+yRC23+zhCMDbD1lJG9l2kef1qMMna3r0iGWgQbIJgmxy58yxrPpMWdWuI86cm8eXDksSRVgZ9TCZl4odd4U9zYtSTdiEsHKTvECWNKWlC772O2zCilKLL99LjKweKBWlO4SHymzLdfTsBAeXBjUAZBa/tF0eWZVaHNB+h55BFy6LZ8Lx9Sm+fnQDZ7fnuNsCNifzwjkZoYKPDFC2OS3UcwsQIO4uB5D1DfbTJHZO/NA1d/neMQ6f3rKCD7NIKkznn/cFtpWt/U4URQ0m2pYyrsOeIvW5VzznUVgeZo3e3fp76lkD/L6iZ2ZbK5aFvt3vzdv2DBtANsQjK6XFgYzsqJewsKMwRnZ1VGdkk1gC2aCwJ30fZIlo+7QxzXHH8Q0cM9qQuXrxEsC3HT/e81kv18LIGj2SfUXbY+uZPevSR9YLZNh55x5ZArgmWFOMbNc+svR9c2Ai/Y5dGVkTyNq2/U3PBm76K/lZkqUQkPUwsiQtDqlHv1BIXU2fpAp7YowsFbHCprTYdRzbGFlixInZHO6pJzfz8kmLo0gArhoja3kGJql9EsAlw3VVA8gOgFe+H/je/8v9GQ5efYwsYPfJ2sKeAMFqd2m/k7gYWUcLIp98uSoARHDK0x6mtQtkH4IywzcA4DlX7XNKCGkwJtKBxe/vvfkBvPSPPmFlKlo9spZZbtMjSz39bCCIXqYmIzvKEgyyuLX9TpbE6uXHgaz5QiQ2hwZWZtgTgFr/Wt86CVSY7JbpkeWDON7ChjyyG9PcmVZK67OxKrxM1sEFdMrK9Mi2tN8xgGwvEeEtvgTLstIDlTBGVvy0SYutib8WkLk6Ei/NM45JCFdSK22nOchU6hi2TVEkPGw+aTFnP//14w7i2Vftte6HkhbHGmDQ33yM7MpILLvRMvlB67SBsmEvcQ5KORvyTRct47df9gR8z1NECEjNI1uU7YxsL62t58jZCS5cdsw6y+LfuDLKEHsYWZNptgEArp5Y7Kc4vj7FutwPG5M3NdLZeZH/07ymN5m3HxBA9u5TWzhpkTHPPIP9NHZfW/OiRBQBz3/MAcyLCtffdsK6HK9CBgLRabpweYB//qXnIYqaKcRAszes2i7D519YpP10LdiuiTS2A/Q6I2tIi+X2zR0gjMqlLpgXpZr8M5+NvgkP5b9O24OXuEeWkn2BLtLirHYdxB2ALCmwqMYS0P/kWz+HV7/vlsZ6rdLiHjGyluOX6wyNveMelocZPn+PfZJbryfcI+uzabSdc1X5TICTniGVPXStZYWsj2wUCYbJ1Ud2x2FPTFp8rqnFnCGzATUCG/2O0uK2uvL5Ytmvvbf+d8XIyuPIg4z6MkDL7CPrYmSHqwLArdvSkVnYEwFZFfa0CZgWBZ+0GBDnksAW/25eranFHaXFUwZk24pPCPja7wB2ebEriTkdONrvOOTS/HrLQxhZj0fWFar1MK9dIPsQFJcaXbF/jBc9/gIsDVNnqIsCcD3tkb1fAtjj680bwDfAy5LY6jsyU4tpfTbZ64YBZGkAPuqn6KdJa/udNI7U9u1j/S/N1jH07lBtHphXmOp0m0dWvuRpILA+rT8EuUcoNWR13MNJjCxgl3dR5UXVOkM96gUysqXRR1au15kKXZS1AVMURV4gBAjQ2FcAMVxabAt78nlkY2MgB7hZA1carMsja9smWt4HZOlaXx5m+P3vfzJ++BmXA6gD2Td89Db86juFRCyJI6yO6i98G0sBiGO5Mmy/XtT3zEtrT9R+mjjP95QNIuM4wg98y6WKmV0zpMVtXrhRL6nJEY+uTXCwDciyr+ylMSJEDSAbG6wZIICqTbWhQ+1i7F/s4/jGVAFyczImL0rkpVseroOP6sduc1bU7r/nPeYAqqrCi1/3z411+Ab7mSNMCtABOE+7fA/GvQQf/bpdRsqL2Gu6h8b9FIf2jMQ1bPHiVpVd1ZPF9Wvedv+ZHlle7vY73CNb1gIDVV9ZT/sdQCZw2zyeRaUm/8xno+3+NVUeoe13zB7pgC/syZAWGx7ZJJIe2QAVixm2Nu6LZ/Lx9WkjJ2DuYDjjWCQSWxntUk+4pEmMb3/sAXzwq0e9Cpu5CohqZ2LUvWR5P7Sx8HpBCRhMafEPvxP42S8aKxzWl40tLBxJULsysgSOphvA3Z8Qv3dOLY49QNbitaRAnkGotDhwnwZLwCVPF/Li2voo7Ek+vy99pv5/vXEzbKqYucFzFAELB4H1o83/VwOy8vwOpbS4Kpr7ON/0A9n+ogaWxcw+SeE6dgToQmXZDY9swIRIF0bWFvjk7I3rYGRJQu31yE4tyzvCnlz9dx9hrXeAXSD7kBTv6/fh//JcvPGHnoJRL8WWY8BLDOCIAVlq3WJ6Nquq8sp9eqnDI2swsoC7EToBL552Kf6doO+ZpRazzSL0graPwCHQfKkqaXGpUzGBOrtz2hEYxNcJuMFTjZFteGRntf+3RH0APcnFcxn29OInXIAnH7K/IJM4qg3sfR5ZIWGTHlklLbYvf3prhpVR/YU07rnDggBxLQ4DPGZ6efGTs59aWmyRAZbNgfSCOhfu/rlUF68wxt7ByKqWQA3PYOz1yCZxhDf+4FPwDz/zHAD6OuYTMZ+585S615Ioakg+XeqDohStYQZZHARkRQJv857tyVAhM+G5qiqhvDDuc7qfuAReyMfbVQJ0b1RVJRjZpbZZan28yYrAt5IzUVwhMu7bwTmd1ySOsG+xLxlZsR/mMSRJt5uRtQ++N6c5FphH/xlX7MXvfN8TcXRtijuO1yXGvhYliYeRpedvL43xzCv34RMBjCy9E2gShdLcM4cX15ZaDMgQqpq02A1krYxsS59xQIA8DuAUkPWEDAKaiTRrnns8spaEfVPlERL2xJOReaBUKCPblBYDPc8kEy9KpKZa6Atlz/o0b06e5O7JAFdYFk1M00Twix5/Ac5uz3HDHSed2zRvkVbzomVs18W8qMIY2em6+GmGPfXGwOplxgop7Emyt0mmZZNUhZS1dpVEEki84Q3AjX8GHHoGMN7X/jlzPXzwz3+3MbIEZPtcWuzqI5t3A+ejPRqMUeWGR5Yzzr3Fps+0aFmnK4W4YEB2zjyymQSrZi/Z2aZbWgzIoCTJkteCpFjFqd0jW3T0TDeAbAgjS57joXs/6BxPLUDWNUnh8shWhZgwMa89DlRP3Ar878vA7R9xtyBSAWeO9juPMH8ssAtkH5IqGVMBUGsCd5sNCu8YZoka1JCf1uxJN20Z4LV6ZI3+oDYgqxlZ8sjq2fReGrs9smzAQi8/3p7GDJahbaGBCwE5DnjPbM0wy5sDfbVOA8iaAwE+wDf7yJ6tMbKxGlz6kotJGvaGH3wq3vVTz3Yux1sQTTy9SNNYB8BwabFtf4+tT5X/lMoVsEJVVNpfecLh0eZVWRlZGki62+/YQqhcAI/O9w2/8u34wC98m/o7TX6YjL8OtKl/T+ZhTGiS4DuecKEKSCJ2j+8HHxzHcYQ94/qLyJk4XQgWZqGfKTDmq0lubyWTJTGqqimRdbWG6acxsiSqrXNelMr77irhkRWfWdvOsT0vVHqwq/j7NUtiRNIjS9cIZ73pGsmSyMkyF4qRjXBgsY8T61M1UWdKUukcDS3HDNCDepM15WFPVNccFIOPu0/WB2vKI2s5dlniDnviku9De4bO7ANeJMN+zlX7cd3TD+H/+J4nqP2wWRmER7b5PVlSbwukrQB6GcIuNiCbxBFsYcx8cqkZ9lSpnz41ytgT9tTrIC02WeZBwERcLbWYrcPpkc3bgKyYqLj5vjW8/I8/6ZyUA/SkGdW4n+K0fG+Zzw8hs7ZvkwDAPiWDWMe3PXo/9o57eM37bvFMKtufH7ZKVd7Ag8DIWlfI2u8A9pYr+ax70BOgB/Vr94vvfcX7wqSV5mDf9MxSWYGsBEvEyKZ9PyMbKi2m9ZmAkYBzxp7fy5fKbU2arKZPWqy21/IMyyeaNSWQNFzVrLTZGqZNWjxYFkxmWYrzvRNGtjOQlddlFgJk5TJXPNftY3YxslUlU4ttQNbByLqYcn693X29+PnZP29nZK1gudqVFu/WzqowPDOAkOW6B8WakZ0VAsRQHzwTyNKL3zWgcLFUmpHVnxv2UmxZwAm9tBeUR1bcCOO+YGR9YUT00qNZdGI5gaZvmFg/GrjQ4PzaK/bil150DX7m+VehrIDH/fr78Lc3WmLowX13YhtN8MQH+KZcsJZazBjZV775M/js3afwS393Ez58S11yM/UkRvPigynbMQZESrNNWlxVTelbVVVCDrpUf5CPPUw/fW513EOWRFaZulk2qSK1Z7B6ZMsm8PXJ5PhnVsdZTWpIA7xmanHdM0fVSyKrjJ4+Y96DAwsjywfHSRQuLSY57+JAsC+TeYHLf/k9eMsn77IuP53bE3gzh+x75mALoyjComwRRMUDvVw1Zh7ZI2tiAEKhS67i39hLY3VN0BwL93ES2CCm0gZQVHK6lBYfY4ysKUmlZ6Wzj6wKezKkxUbYEwBcKgOy7jlVB7Jzz7PU5SWlz9F5obAu10QbFeUm9NIYr/7eJ6oJqSyJainEevnKGsRlPt9tE5Q+RjaJwhhZfl/V2u94QI3wYdvDnugZNzSkxTYgZrLMSlrsZWSrWmoxlTO12Hhu7Rn3avuWxEA/ifHA2gSfvvMU7j1t70UMNIO5xv0Ux+Sz1rSVzIrSuU1CkmyTZtfZ1UGW4Lde9gTcfN8a3n7jvfb9Mz7jKxcjS+qvBWwB7/wJ4NYPuL+EJKOmR9a6QtZ+B7CDl2IaLiPlReCoKsT3BzO6JiPbEvbEq8HI+vrIzroxstmwCRgJVPKWMt/3Z8DFTwP2XyMZ7g5AlntXa+thkwnf88fAgceL7XEB2XkII3tWs9VdPLJdPdOJAWRDGNnTd4ufj36hexmarDA9snT9WlsKsZArXpM1/X28OFDl0m7l+V41vj8VqgGXR3aXkd2tnVRRNkHbWIJUX1sKegHPiwqnSFpssIP0Mrf57QA3S2VnZGMrW0jrXJbAjgbgo16bR5YzsmL7OCNrFgENen9uSH/r0jDDTz73Kly5X7zo8rLCTYft4Rbky13oi201BwL1PrJ1f9gZS2oxINJ2f/M9X8Xf3Hi40UYhtB0BsZJLA/cERlEJVo/YCs6ymezD2iTHZF42GVkP0w9oJmj/Qj8QyIqfNSBrYTKpFINrXu9SXufaJgANoEkyWhOc2rYJcPdMBigR2vh+Co1xMLJJHGF5mNXGPu4+siXSJBYsymSOrx4RL7a/vOFu6/KT3B72pHzBxn74gogWB2ntWskDpMVLQ90j+chZ8cK7YNk/KOATB70kZp72Sv2kY5zGEeJIAN5+ag+EU769OML+xT42prlq0WQO+On6N1NuqRSQNUDd9rxopIYv9FPsHfdwzylDWuyRX7b1kaXPjPspqsqfHG62k+GVxJFqO8ar8kiLOeCw3X/aI2uXTJeMVafilou8qDBl1yNdizy0yVZCGls0wtzmzFvbbL9jY2T1tgJi4iOJI28IXlXpADAuLXacQnXuF+Uzf2WU1SYoY9l+h6rt/PJnzUI/Vc8483Mujywg3hn3nNrC6z98a+0Y6rAn/bkXPv4CpHGEI5YwSEA/T0L6yLrCnmjCJMl6IqH3yBfcXzKT0uIQRtbmkbW139kJIxsnUKDU1dPWVg1pcYewJ2pFE5JaXOZNRs1X2cgCGOX6OMt46OnAj31IMKJxZrTfafHluhjDfKLPwZOuA35SsoOucKFZi0d2sCSArI9d9TGyrl64tmqEPQVcSxSm5AWyDkZWAW3LhIFLWjxd05MfvPi5ovtiug5syxRuW3iZU75c7gJZs6Io+vkoir4cRdHNURT9VRRFgyiK9kRR9IEoim6VP1fZ8r8SRdFtURR9LYqiF7K/PzWKoi/J//e6yNbD5GFcYoBX/5vq/2aTXsm37f4FcbOd3po5pcX0gjK9c1TtfWT1oR71Uqt/k9ZJDCUBAMXIOgb381z3GaRBAPfImkW7UBiMLIFf7gc9fNr+wqYBCcmgSZ5MkkTTI8uPzVmjjywH3XT8Tdno1JMYzYta41DfXVfAio2RBZpMBbVxOGAAWZevioqYIArXaStbH1lqG2O7VgoLgwton5itbJMqgJuRtcmdxXa5PbLcp05l64fLJwziOEKaxGoCBwC2HSxQXlbIJCO7PsnxxcPixXbNBZYXE8SA1gbK6H4x71narp7lWhPr5KnF7YzskmSOHzg7wVtvuAcAcEEHRjaTHllA+2R5anEURRhkCXppICMrn3W3HxPg0rxWtmVPS2f7HRX2pM8/3QfjXnOgeGjPqMHI+trvmBJeXtw3OG7xgwMsWdgGTGN72JO4fpvfZfa3td1/OrW4+Xll5yhNIKt/z8vSYGRlhkFeope4n33EhJvPCT7BGQJkbSqPvsfSotRGSZORtbHPfL0L/RSjXqKuXSpqv0Pl6vVM6+f3H7/+GsfCI9Vd6Ke47dgGXvv+r+OWB9Zr+xBFzeflIEucvmGf/9ss3Z7NnICQnvbeUIDCrVPuL1GMbAiQNTyytt6hO2Vko0h/zgeqmh80/tkl7ElOkNU8suehjyytz/Svzi2MLK8kbYY9tTGyNsawcEwmEJDlvVSLXKZWB0iL20CfCdzVPnSY2NiJR/a73wh8/1uBpYvcy/QWxLVhtt8hFrmLtHiypoFxbduT+jKAuL8IyA5Wm5/xtfjZBbK6oii6GMB/BvC0qqq+CUAC4DoAvwzgQ1VVXQ3gQ/LfiKLocfL/Px7AiwC8IYqUa/6NAP4TgKvlfy/a6XZ9IxYf4FGp/m8W0EEDk0tWxQP+gbMTJS02w56IIdppajGfuRftd5rbQ2FHBEJrjGzmlhaLICQtLe4lMQZZgl984TW4+kDzBRcrRlbsPwXY0ECAB+/Y2hABejBKA0ryGNG/XYxsVVW1RMk4EmBvnxxg06DXPP6+Hr68aB+oRYuN2cvldWL2kaX18KKerAcX6w9zV8sLqlJ67fYvhjGytmClKIowSGN72BOxJ8b17pLJic+IbWpKhe3MgJORbfHImn2L+xavXY2Rld9P193iIHXKqYkBIsBOPZ9XR/aJm5MbM2vvUBcbohhZy7VmThLkZdXqkV0aZqgq4Hf/6Wv44FeFXP7AYhsjq3/vSY8soCc7eGoxAA1kE/szImcTGOTPfUBO0JjyeAIALkZWt9/R61Ehdf0mkL1sbxPI6tRiu5fUxfZPGRhxWRp46fZO4V7coqysParNDATb/ffNl67ge59yCR57YXNSRYVkNYBs3RPLQY1OLW5nZIEmqBcspASZWTuQrapKdGUxWoC5QJs5MVYHsg6fs1zvyijD3gVxX9pSi6naAvX4uR2zsDFbUrYv7ImKP7v4RACvfhq7U9V3EvZk2hv4d4z2AlvucKlOHtnM8MjaeofmOwSygAZfXYBswyPrALI9xsi++LXALzNpd4i0uOyQWkzrK3Od4gyIPrJJz81OmvLcNvCc9uvfr9YzsQPAzMLIEphvkxZP15g02vL+Ga4IsGtaNVzhUK5q9JENAMFLFwGPfYl/mSgS6csNRlbe566wJ6u0+Gy7tJhC1GbrOijLycjutt8JrRTAMIqiFMAIwP0AXgrgzfL/vxnAd8vfXwrgr6uqmlZVdSeA2wB8SxRFFwJYqqrqk5WgWt7CPvOIqLJqDkJGjjAiQL9sqefqHSc21EvbTNAlhtDFdAq5pd0ja7I2w559cLA2mSNLdPIusSLjXoJekiAvKyvDKF7S2te0NBT7/FPPuwof+IV/1Vg+NgbG65M5FvqpGpBwv+Lh01tWH1oztbgeVFXvI6s9spuzojbImeUihfbGX3sB/sMzL1N/bzKyRZBHliYu9khgY5OmCY9sbGVkm0BWPKRMabGr5QUVyT/Dgayd/XS1aqLeyk8BAAAgAElEQVRJCHPMvdBPne13eDALr7b2O+Y6XOoDQIRcNRhZS/opP840Ltgjr7s9455VfUDrTJMIC5KR/YKUvpvA9wf/7xvwG39/M05sTNUkCS8FZHP7INIGZIVHlqcWl8jaGFnJMt92XLzY3/RDT20d5Jrtd5oe2fqEnQiiimUgnI2R1eFKpj/XlMfTtebyyGYWFskMqeN16Z4R7j8zqV0vPvl2ltjb1Ih16sksmrD61J2n8MaP3m5d3pW6DdAzyQbm7AxuA8ha7r+VUQ+/9/InNVrdAHpirzSepbU+skWJWaHPx7yoWtPyAX3czXNZTy1Oa9tr63leWNQU/TTG/We28aaP3d6QLtPxo33jrK+LVae///wLHo3XfO8TAdSvg9hkZAPsG1QckE7mZW17fZMB/Lrlz0BXy7dBlnh6ursnaczKHKqQms92tBfY9KRzd/HIXvhk4IInACsUUGQJeyrm3YALLwITnYCscZz44L/mkWVAbbRXAJHr3gZc853aH0nSYptvfidhT0CdlZ1v+wFj0jOkxS2+3LTfBEFFLmSpNhaUmOCckQvEfLYxslWpmX3bdw9WBIs4Xa//nVKsQ6sBZP3qo041WG56ZBUja/PIOthSl7SYXx9TCyNremQB2dt3o/n33fY79aqq6j4ArwVwD4AjAM5WVfV+AAerqjoilzkC4ID8yMUAeBLBYfm3i+Xv5t8bFUXRf4qi6MYoim48fry9V983SpmeGUDLrmyDexrgESP75fv0TWJKi4khdHlPiaVqeqCa2+RiZM9uz6VXUIJSYmT7qfrd1V6Dhz0temTFgJ51ppfuxiSv7Rel7V6yOsRkXqo2KbxoOxQzMqsHVfHBupDlieXJH0vggrMIlHILND3Ks8CwJxrMEBj/7N2nGueE+g/2rEC2fp1QeMgBI+xp1E/8gyw5qbJ/oY9Tm1Pn4JzKxX7208SRWmyXCbdJi22D+p6SFte30RZABbT1kS2bHlnVRkjvBweqNBhdHWsga5VTs1ZWi/0UJzZ0axdzYugTt53Emz95N7ZmhR3IOuTUKp3cCmQNj2yhe2i6iia+7j21hadcuoIXfdMF3uUBIGJyO5tH1nymDLIEvSR2phbzcKWLVuoTMuZzaKKArH2/bBJZUibYANwlq0MUZaUmhGh7qF2YWWbPaV4zZqFYkM+rv/jk3XjN+26xqhCUtNiyK8Lu4Ap7siyfRLXtcsn0XeVmZDUgzsuqNrGSF6VSIbSFPQEWRras1HVOlguaALCph0oLiO+nMT50yzG8+r234GtH64PcBiOb6fPfJi1+3EVLeNaVoj2LT1rsmiysqkrZN6hMRQA9Q6qqwrxottSi4tctnwiilm9m9TMPI1syENpSLlXIlE+mtTKyHTyyFz4R+Il/EcwWIBlER/udnZSSFnfwyIZKi5Oe/n/Epj3mO4EfeBtbRo57rG1k5u5EXFvZgpXa0oETY2IgSFpsjK18rGlmkRaTT7gNyALAphzL2yYqiG2cGJkoO2ZkO/SRDa3+clNavBOPbEjYE01gKI9sZJcjr1wGnL6r+fddaXG9pPf1pQAeBeAiAOMoin7I9xHL3yrP35t/rKo/qarqaVVVPW3//v1dN/n/szLj+AH9krKBDhpUHFjqI0sifEUGxyRx1ASyk7p/1ayexTtG/7YxsraB+tr2vMb4kid0lCXe5vScqbju6Zfix7/tCus2Uqm+rXKf1g0gO8gS3PnbL8Z/+67HA7D7ZGkQOO6ZjKz4Nz8PSawHgSQrvliy4BtsoHIpA7IcMFRVFZxaTKzA1QcXEUXAT/zl53DbsfqMmfLIWmbozZn2o2sTLA7SxiCd0oFdqanE7Oxb7KOsoELEXOViPwV770stNqXFfiBrG3j3HIyst4+spWWEWoeDka2nFtfDngDGyI56VsUC93ouDNLad7h6BgPAvoXmS87lkXWlFgMClPIJFpoQ8RWpI05tzhrJzM7iPmnukVWMbH0A35dBT6LXdPM4TPMScSSO26iX1rzIZtuRtvY7Omk1jJHVLVzqAME10Df7tfIyU4sBoRgBgLtObjaWd90jtB+29js2jzcgWpjVpcXu77aV2bvb3Ma+DFAz+8gqhs/z7LP1jybwZnpk6RxZw57KqvH84bkEdxvH2OyRHiIttqX68nvNDHtyBfbZpN0LxvVH73yaDHBdc9z3brY/sn1mkCaevIpmQJSrbH5zvg09JS1u8cjG2Q5b5tikxTsMewJ25pENDXuKov+XvTcPt+O6q0RXTWe8s66kK13JGm3Lsmwntjw7o+PEMRkYAoRAEhInedChaRre65DQEAIE6IbX/aDfBw0dhu6mSTPkhdBkAEI+EqBJnMmJ7XiMPGke7nymGt8fu35Vu6r23lV1Bunq+q7v03elqzrn1Klh1157rd/6xWpoVUAo+M8X2Yv9sjWy1LOVV2Tb4lrdaH9T1ubcsCdBarEqkEkU9lTUWgwAa2fZT5kiC8QJvfz+FKlzJWTCnkq8Ng9U68tDaS1WKbI5NbIE32H3X21S/P9bDgIXjmVdAJvtdzJ4FYCngyA4FwSBA+D/A3AHgDOhXRjhz/AqxXEAu7nX7wKzIh8P/57+/YaB74sm9uxiEjY85x4Y28ZrEZHdPV3PKILpQKQ0ZKurIvLQCK3F6Yf0StfFODfJrPGKrJmdEMbfI37gvurwdrz5liuE+0iYCj+D+rmu9pxoMkTQNC1Sqo8LWiDIrMX0PvwEg7cLkrK9M6zV4ydf1K6D346+HyBPjOZB+/Oyq7biv7z1KIAsifQCtrggmmykFbqzq11hTWPNNOAH2fCW6DOoRjZUA/PsxdRSJa1S1Sx1jawotVjafkew0APEE8lsjawk7EkSKgSE92DqsJqGDlPXIpLk+UHi9VpBRZa3MvKuA02TpxwDscMg8R1yamRF6g21/PH9AL4fSHvU8uBJ47SgVlcE/nBXDD1TCsAWC+JtqjlhT+mgtB1cH9tMjaydVyMbTr65z1GFPYnqAFXBO+lQJR58zSLd51Tfn+5VC8R2fdE1n1ZYCV6QvQej7RN9ZOX1tyLIFFn6N/Uyt90kkVLZsAkUzneWG2NiJTe0/YZqKR03cWqxIHGcU+afPp88xrEimw2Ukp/DIPN9ku13kjWysjKJaCzgboT09UfXct5iAKWJA0gdf3HpQFUyJtNrDF0rpNRLxyB+Ma05m6PItoqpsSKIWq70G/YE9Elk0zWy3HFL20WJrInUNP7zhb1D3ZLWYlJk00RWZS1OpRbnkWdTEPakapEjIrK9Aoo82WhbZ+XvLVNk+w57KlEjWxS1iZLWYtHxddm+ia4h2aLDygmxrRgAthwAestZ+7/vlWhBdflgECL7HIDbNE1rhCnDdwN4FMBfAnh7uM3bAXwi/PtfAnizpmlVTdP2gYU6PRDaj1c1TbstfJ+3ca/ZEPAUqcWiVimux8iGrmvYPlGN1MJ9s02ptVhaIyupuaN2ITzuOsgsVR994LnE78laTKDJ+jTXokBUm2N7fqG4fwIFIS114oRgkR2ZVNPnF0SKLFN5aMJLys5Y1YyOKcHQ4yRSUm+OzLMVsZ1T8Qrn7pA46xqw2nOjiVKUJFtglZsmUzVLx2xIYHg1PgiCaHHB1LWM8pQ+visdN3FOCLI+pAQKIiESlZdcHEiUoFqOtTh92lXWYpH1HuCsxZL2O8I+stIaWXFLmioXWpX+HNqnN9+8G7/y3dehWRWHPfEpqfzCy8GtY4nzll5cUNbIlgh7Gq+xli8t28Wa7SIIWCqxCvx4IQqdEiHbfoeILMKfyWvlRbsmcWR+Utp+x3b9BCEhIqtpWadKJ0eRFalIrSjsKfuaOJmVq5FVBO/Ialfpe9AYkF54e/p8SUVWF9vjgyC5SMDvF993Ni4FEO5qBrLUYlJoa5aBP/nK8/jVzzwW/R+v0KoU2Su3jaNi6HjoRKxWdFPXMY3T4+FxE9bIChaC+fTqZ1LHOKpZj6zFPJEVn8OoXptzw/DXu6FpiWdZ25GNZexnuo8sD7qW0/1g0/ieG+P1/QyRFRz3mmlIk5zJNl8Eli5+hiRU3cYMU91EibIAm5QXqY8VQZeEPQ2syPZJrAG5Igtw7YMk35eIiCi52C9rLaYa2VQ9qtJaLOojqyDPohpOIqki8iiyO5Na39gi/5y0Iis6v0pFtsTCBt9H1qgOl8wJFVnqIytSZAVhWmRNFtbISq6P808oiOxB9vPCU8nfB95mjSyPIAi+BODPAXwNwEPhe/0ugF8FcI+maU8CuCf8N4IgeATAnwL4FoDPAHhvEFCjJvwogI+ABUB9G8Cn+92v9QYvDEJKP6wiRVbUMJ4jmRSCMj9VxzU7JrDScRI2sNWuC0PXMm0MCLKaO5Eie3TvDG7dN4Pf+cK3ExOb1Y6TmBhvn6jho+++Dd9x/Y5oIppnLS4CUmSJuKdrZAljVROmrmXUaSBWR2hiyVuL00TG1OMejDRxvu+6Hfij+2/Fe14S26CbVRO/9YM34p137mP7Fb5npJJJ6vZ40Kp8zTLi+mhOjed7qWqallHr0sdXZoOU9SEl+GE9KqXEfvusIBCA317S9kMa9iRpLdKsMMutsBWUwPbLvgv7XdZaLLY7q2pk3VSiLqFmxZO/NEmlfdo728QP3HKFNEyFtzLS9Vo1deycqidq1tLuC5Uia5cMewLYWLCW49Ag8KUIU5Jk5TT4w1cx9UihpfPhp47xh954BB98/bUKRdZLLALtCBePZseqmRrEvLAnurd5xS1dVsBDtGDAp+lmttfFSilAgT1JRZaQtr0CXIscmSIrq5EV1ZEbWqKuVNaTWQZTQmTpu1ZTi0lWqBjntX0D2DVyeOcEHnw+noQuhi4UsrPH1mK1Ips+VPyYm7Zv95NaLLIW89D1ZJmALBleVP+cXtygcSB2XonP1Xe+eB6f/lcvSWwLsGtcaC1WKLKypGMRiMynSX9CkSWC8vDHgNUz2TfprfavyBqiGtmcus689wOGaC1OHcfIWixTZMNxXtbSpowiW5GFPeVZi9OpxSprcVjDydtSiXgVVWRJrS9DZEUkeeiKbGu4tmKAnfeejMiKamQFYVpEZIXtdyTP8gtPiROLAabIAsBCKnAw71q5TDFQ1W8QBB8MguBQEARHgiB4a5hIfCEIgruDILgy/LnAbf/hIAgOBEFwdRAEn+Z+/5XwPQ4EQfBjgazA7zIETZLTE7A8RZasQzSefueLd2KqYcEPkgRopetgvGYKbWeAvOZO1mvynsPbcWall1DPVrpOpgb39gNbUDWNaCIqshZ3nWL1o4SJFJFdkSiyAJvwCZOSXZboSBP+tZ4LXWMTpnTdoGlo8AM2AY/q6SoG7rpyNqNW33fdDlw1x1ZcSQXvFbDXEQ7tGMcVMw3MNCtxYjU3GYpakYT7SLZhmuilj6+MyMrON4GCU3ZNN3Bobhwf//oJ/PKnHs3U6/Lbi64tFvaU/Yw4JCb5GgrBEdmL0+0qou8i7SPLforDniRKtC9WtHhFNn2M0/OVumXA9rI9gN1IAdKjSev8dB11K6lapy37IiW0YorPXy9HkQXYtU6lBmNV9eRovGpGY8tMwRpZPuzJMrRMjawXiBckKoYuDHvqOUlFlmz9OyZrmeuEzpFsPIktsvHn0HuIwp5ENbWqhTdT2Uc2DuxppMb5Z86LrMXhPktSix3BuOb7EmuxnlSKy1qL6R7K9pFl5DFdelCzWHBX1M5F0X4HAG7YNYmHTyxH708BfXTtk1oaEVlh2FN2fOCvgzSRTfeRbRRqv5Osq03D0LXENSkLexKp7RlFNrIW5wcwicZAmdOpZoldMvRZRYmsqWcXeYDkYkZEUD7xXuDvfiH7JvZa/wqoKLV4EEW2n/Y7RcOeAEYMNEP+/kQc7NRY4PthEnDJPrLp9ypiLS4T9mRWAATJcCpl2BMpshw564TT/vqM/HNIbY2sxYJ9GpYiS+fMacfhVMMCpRbzjh2VtdisMWWUt3uTNTkv7CkNmSI7eQVbwEgrsm53k8huojxoAlZLTZDo4doRPBBtrjfpXNhe5Q03zEdWUt5enA5iSqNMjSwQPzhpch4EAZYVn1EVhKYQ2rYrVENkMHQNEzUz+n6rXUdqkZRZ8Mh2xSuylqHjB265Ah/+riOJbSM1IgjiejrF/tK+EFkoo8i+5Mqt+MK/eUWuIkv7RGodkZS0Iuv6gdAqJmtZE30Ol3763TfO46ETy/jdLxzDXz54Qri9SpEVTZqiSXomtVjeX9MTBI8BscVN1n4nUyMrIUz0GaLrvWYZ6Loe/vdT5/H3j59N/F8mHCo8z+nvLbIWz0/VM6o1b5edblhKRT19bbcU9Z6xIutEATF5iqyux/tauEaWOxymoUfkIlEjK7gmK6aEyKbat5D7ZPtELVGHCbBjXrcM6YId3QtJRTa0FgvcKqZgwaffsCe+tlbXtcTnPa0MexJ8Dy5JnYfsPszUyAqsrSrQccgQ2bAuNb3QWgkt1pE6Z6htajfsnkLb9qKFssUUkdV11tatbhnQNUWNrCA1nXBmpZdwO9D4TCS5wacWKwK7ZInVABsL+GMhC3uKngnc857uMzp/NA4UCWASLRS7kgUXGstEcFzx80KEuP2OOOypaupAYzb+j8c/mZyUA2GSroJcqWCkFEQgv/ep8v2GUSPLt98R1MhWx+V2VSL0TmosILLTl7WYI7J51uK0VbtIajGQVA09hSKrm+x4JRTZBRZMpSKNRNrWziU/l0d1nB37jCLbZ/sdYLj1sUD4PYJkuxuVtTgK/+IWCctYi3Urvj5lRNYwgek9wMLTyd/ntWq6TLFJZEeMrsQSR/ZXkSLLE9mffPVV+Iv33omr58YTFkJCOtk3DSmRDcTkwUzVx3QdllApqscEoEwtbvXKEVmA1ckutW3Yro+e62dsWdF+Six4NCGpmPEEoGLoOLhtDN/14l2JbQ3OjkiTXlkNHhDXFZKlOVZky9UciBKrY0sa2ydSZOkz00TAdrM1zoD8fBP4mtc3vmg+mnTXJNb0IBBPimumnpNanPx9HL4leo34M3RdgyUgELKWQBVTTjZEgTEAMNmwsNS28aufeQy//KlHE/+XaU9Fi09pIhupOXGLqV3T9YzVj1+4ENmKAfn5aytssnT/r3Td3PA3HnRPF00tTh+9dI1s2/YyiiTASIeo13TPSYY93XPtdvzkPVfh1n0z4fvFx6tje9KgJ0AcWtS2XVRNXXKfZImv7SpqZFXWYjdJLOgcbWlWcG61lziXrZ6L//S5JwEMx1psGXrUWoW2A8StfUSIxkCBIisNo+IWGfLI0TU72MTsybMs/IUU2S3N+PpvVkxUwp7DshrZNMGkxUOyxZ9ciuvzqGZ23yyb3NcrRjQeyc6hm6NY6rqWuB5Fz20gfg7yAYA1iyV8U018O10jq3AtiQLvHImbSlaLTq8vqshqYT2wXJHVk5bRziLw7D8l38Tt9N+rUzcl7XcGtRaXUIiLphYDjLDLbMX0/0BWkSWy01fYE1ePmmcXTS8MFEktBpJ1nKoaWU1j5zptLVbZimm/rKa6/Y6mMftsRpG1+1NkgeFbi8kOzNfJ+opzG1mxOSJLry2iyE7sAK64g/1dRmQBdk2me8nmJVxfptgksiOGjMgCYc9PUY0st+LaqJh40W5mr6gIJrkr3WKKbLrmzpVMVNLN0OP2PuKJcZUjjGms9VwpEZVhqmFhqeNEyp1sQm7o4vAVUkf4iaXULsjZEVs9F42KobTkpRcSRKvvRcAmbUmrmpeytm0Llfi4BjllDfcDoaXZEkx8ePA9W7dP1PDVn72HvZ/CkiuaQM+MVXBhzc4orDJrI03uxYpstsdr9H0EKqusJVBejazoM7aP13BmpYdTy90oaZaQnjzTIkdajeGTSul63TXdyPTa5V8nCnqi7wBkQ29UwUW8U2AlUmTzJ0c0bsw0C06kUocvthaztOSO4wlr9WWhXXZKWZqoWfjxu6+M9iuhgDlextXCg44bT5ZbCkdIVFPLjSF8ratoe5a4K1o8CxLfg7eX074T/tPnnsJHH2Dt1OXWYpHTJBCOY5ahJY6rF90bxdQ3Q2ItZqUn4oUymwt7ystAoAUbSmhfaLHJ2zR3zb33FQfx3S+eR0Vy/650ss4ccmvsCVuj8Yu7T59vQdPi/t8VU8dH3n4U33vTLkWNrHwRA2DHaWfoGJhpVoTPbUDc71nTNDQrJraHY3qnYI0s+7/svSOrd1VZi+2U+yEPovRshz/nPEkx68Djn0q+gdPt38IptBYP0n5n2Nbi1Bi39RAwl3R7JSBqmQNwvUbLEFlZ+x1V2FOlpLVYUNMb1chKzqlVy4Y9NRQki1CbjOtpZe9dmxL0ke2uH0WWFjH4XrLKGllBinVXocimrw+zBux/Ofv72tn01jEqzWwYm9MZPpFfB9gksiOGqrarWTGFK7s9Wf2jYEK40nGlJJO9RlJz5/iomNlJZ1oRyktFjtrvpFaCXc9H1/GFVkgVJusWltq8RVKWxixWLuiBbepaRHRUdkGATeJatperHtNxjmtkw9TikkQWYAsUPJGNamTJWhwSHTqu6ePreL6wVyhNitILFwQ/SCqNdF3KJnjUfieNuw9th+35+NxjZ1PbixNZRT0lCV6QVT8JFTM7uQ0kn5FXIysi5Nsnqji11MH5nPRmgFOVU+UALrcIMTdZw+uu34G7r9mWCYciBf77ju7C227fK/yMaLEqRfrWei4sQ0somASqh2XWYrZveanFQHw9F1dkNeG//QDouh6CAFH9Nw8Zke05nnBcbIRknb9Wuo4ndQ0A4hrZ5Y7crWIK7hPHVYQ9SXprsvdIjtd0nVAKc5cb432OCAt4Ymgtzn5GV3KsxmtWFPAFxGnDRcOepKnFoYPhgQ/cjU+89854/8JaYSdyo6jHvulGBZoGnF9jE+ELLRsVQ08scL7zrn244+Asa58lWBA9udzBjqnk5IsstNSKjXd6PHOhhZ2T9cTi8SsPbcf2iZrUWmznpPoauoaff8O1+MjbjuLGK6aE/d+BeJxO36ez49WojVu7nxrZlLVY9JqqpUep0GnIAqJkEJXuJFKW69PA+E7gvl8Hdt8iUGS7/U+YhdbiYSiyg1iLFYrsq38R+IGPyt+LPjetjlENqqoGMo10+50gCK3FCruobsbWb99nn1vWWqyqkQX6U2SB2JbLf24aIkXWs/vrIwtcHEXWU9jGReFfyrCn1HPPrALXfx/7+1X3yvfLqmcXT/LqqS9TbBLZEaMrCXsCWJ2sqI8s386Bh+ihttp1lOqL1Kpou8LasXQICtWrpsOeCLLUYpWCpMJUo4LljpNrkZT1WyQLlabFff9k+xC34AiYDVoxUQZiMr+ashaXVWQBVrfHL2Kkkza3TrDBjq6fTI2sZGKSZy32/SBBTMlGJpvgySyNN+2ZxtbxKj7z8KnU9uynKLUYECuyvi+u/6Pvkw57klmLRdsSZL1qt0/W0LK9TN9wEcjamp7ExteBAcvQ8f++5UYcmpvIhEPR695+x17ce2RO+BmWZOGJOQbE9wLZK5fasZNhrAiRDa9nWdlAGunLgA5nz/WizxUpsrLyg57rC3sw07WSJrIq278lSC0+s9LF9nHxpKUSjXNFa2Sz7w+wRZW0skzjDdX88oosT+BE95Vp6MIQu16qVRFhsm6hZXvR9SK7N2SQEVk3dElsm6jh8M5YJSCrf14PVP79pxuVSIldbNmYaVaEirGojAAATi11o2NJIHfDrlD1XuvFxOfp8y3s35olLXy4XxqOoocwENY+V0286vB2NCqm8LkN8Nbi5Hv93tuP4t9+xzUA4nFAlUROEGUeMPVYVO7BgriE38/zc4O5Ep8rWEBM9A7WdeCnHgVueTew507g9MNJsjEIkU33kQ2Ci99+p4y1OA951uIyBJ2OKSltbg9AkG8tpuPpK2o3o88gxZCzFqv6yNLv+yKyHHGTWYWFimyfYU/ACIhsOD7yvWSV1mKBdVulyKavN7PG6l8/uAQcuk++X1ZdrMhuWos3URZk9RFNQhpVU1gzaLvitF9Ra5WVrlvMWpwhsuKas1ipSFmLJRNjWWoxTULLWosn6yaW2nakekoVWWnYUxA9sGmCILNxUn2Y57OwJxlRIIxxtYhAsYmIDI1qcjJEf6fjSYpsu+dB02SpxfKwJ2WtaOohLVsUAKimNvt7Q9fwqmu24R+eSDbcltXIptXs9GtENkaAEm+zapHoM6iPrMj+Kav5kxEdERoSa3FcPpD8DulwqLYisIkgO38qm37NMjBeNXF+rYfVrgND0IdYhMm6hcm6JawhFSF99IgsvezX/h4//tGvAxDXmPP16jxkC3YNwYJBJ4fIGpFiGn/GmZUutk+Kz6+ImCpTi2nRy0/fh+z1vJJL52lnqCLKiKywBlVQmwgw9bomUOPTAYDR/VdwSOID73jw9wtP8EyduR5sr3gP7ZkmK0MAmMVYFi4mWohyPR9nV7tRojWBjul8RGTZv4MgwNPnW9i7RUBkBXXU0ecIWuTx4MfMZtWQK7KSxc39W8cwN1GDrsXjR14fWfZ/xUPJaI4hWswr034HCGvCU4s2Ujv5njsABMBzX4x/5wyQjpqukfVd9v5lrKQ8hpJazP27LJGVWYuLkMo0dJ0panYr+Z4qa7FuxTbmIuSZiF7CWpxDZK16MrW4vVCeyCoV2cXk70q33+HGzmETWUpmXno2/h0p4LI+skCS+PeW2X6JyDmRYfq+tP95i5VWI7t44nQ3FdlNlAc92ESKrCwwJx0eQkj39PPCtjHFwp6SDyWmyApsgClFtmOzz5KRPFkNp6qHowpTdabInqdQkDHxgGtILHgOVwtEP2VE1uQmv62el0u6LUNHo2JkrMUiu2cemhUjsYjxrVNsRe7qsMXPtlCRXek6qAosd/32kfUErSxkiwIAU3hk6s7cRB2rPTeh5shqZCnchcJeeMh6vALsmpDQxdAAACAASURBVJcpsmlVxzJ0BEFWXQLCibnQWlz8odaU2KOjxarUdUD3fExk2U9Zz2dAXiPb7nlKd8OWsGaZwt+K1Eje/5J9+Hffc13udoT0e/L//OIx1m5BdL9H41ampZAnXOATHeeO7Ul7yAKI2pXRuBUEAU4vdzE3Ibn39SxBsBX2y4jwSZJcRWFPO8O+uDzp4bcT18iKF5W6CkUWiImszHYvQ6zIZlPthUnioVJnF0jcJWxpVqL7/kLLxhYJka0ISgPOrvbgB3GPYQId023hQhRdKwstdg/snRUpslkVnpBnLeYXBpgiKyaysrEAYPcP/9pI1VYcQ01jwYW9AkSWFjpEc4pejuKchqhMI2q5lH6fXUfZZPu5f45/5w5Qi2ekUnYjEjWotbjEBH4kimzKWkxkp0zYE5BU2ojIqr6bYcWfFdXlFrEW82FPveT/pWHW2DkH2LnrLatb7xASRFZyHGqisKeSiqymxedt2DWy03uBueuAr/4h14tOUf8cLRRwx9duyR0DtN90rIreV2lrcRBshj1toj/0SK0RPNhE9X+AokdoakJItVEy2y8gr7lr9cTBLOm2FDK1iUAP7DTRWutTkaVeuc+GyZOiXptsP/XcejU6XjIyzAdVtWw3qs1TYaJmZVOL+6yR5RXZbx5fRsXUIyJLxG/vliaqppENe5KEscQ10fKa1/Qk15D05GXbB1JSNMb1L422l7T/qFcM1C0jCn1Jf4ZsjmUZeubaDSSKbBx0VVyRnZss/lCTpRZ3o8UqiSIb/j8pMar0XVGgG6AOLgKALWNVXGj1clPMeRyam8C9R3YU2hYQzO0E14Xou4kCa4DQLis48aJa5K7jK4lsVCMbnvuVjoue60sXKkQLfLbrSRVGIkFpRdYWTO6bVROmrkULaHyNLG/hl/WFzfb8ZvZ0oSLbSCmyUWpxOSKbXhR0UzXlt+/fgoPbxlgNr1887AmgRZaktViEiqlHz0vCqWU2Od6RUmSJDFKYFI1B//gUc4hcE46jPFSKbJ61mF90aFQMtGxX6PzIKzfhW3IVrTOupgLvZK3X4oWz7Jzi7Eo3SsIvApHNW3rOrTowtj0OnvFcpqIOy1p87jH2s7m1v/fry1qc+o68opeuWcyDWWPvl1bH7NVwv0oqZFYjJrL0nkX7yKrawkT7S9Zivka2hCJL6mmjBJE1qnKFsTYB9FbjfwdB+fY7AEdkh6zIahpw648AZ78FPPu/2e9U1mJDcHxVbXHoeiMLc1Eizl8nADv3gTf8PrrrAJtEdsSI+sgKiGBFUtOXrrkiZIKYCvSMlNXcdRxPSNzSn9HNUR1l9W9RD8fS1mJ24x8LkydlQTSWoQlX1nucmk0TMb7VAw+yZC93nLBGNn9fpxosjIo+C+izRraaVGS/8fwSDu+YiI6/oWv443fdiv/xrlvZxCmlAtqSmidLsnBBENWjkl1QuH0g7ncJAOOCJGJV+4+ZZkVIZGVqKRD2IM0osvKwJyBLNug1ItV3WwlFlhZ+0uUAPUkyeVqRJWKmsrBHVkLBwpBqUWhLs4Lzqzarma+WXOEviKy1OLuNsP2OxLVhS1TGpuA4dx11+x0z1Ubm9AqbJMiIrCmwIstqDwFxux72muzk/t5r53D/XfviXuEcOePvM1lqfPozaCFEqciGY1LfNbICazEfJvfR99yGz/7ky1g/Xbd42BPAxt8FTpGVEVl+kZBwcomdx3SN7C++8Vq8aPcUrt05AVNnCfBBEOC3//7buHLbGG7bn7U1mhLSDuS3p+HPVaNiIgjESf09yaJW/Fojk1qcV7uarld1JK3XZH2ufT/AyeUu5qeKKzGmke0KECvIgv2tNGL1hybo/U6YeQURAL7yB8w6e+h1fb5fH31klanFJRVZTWP7n7YWr4T5EuPFFxMBJJU26k2rIrJ6GJ4VBLEKqFKBRWFEuWFPXI0spRCXsRaryGV1nBFDItNExssq9KQQpxOxhwEKXTrzMPupWjAQtd9RBXbRe1D9bGFFNrwnaWx3Cix6XKbYJLIjhqr9DlObxKpikbCnKBBJMcGVWU1l4THpZug9BREHuBpZJzvxBsqHPZF6+sSZVUzVLamyIKrhAZjqRRNICmWaHZdMnOo8kVVbNwmTddYeCODa70iOjQq8Iuv5AR46sYwbdiUT6+44OIttEzXMjlVxLpWq6/pBFHDDo1CNbNpabMjDnvi+s2lEiiyXmqpq/7FlrCK0Fst6vNK+ZdrvSFTfioQEAnKyPF41C9WTAnz/35S1WHIdpIlsx2bJsyq1zBBYXgHkLrSQIrvSdQsFPfWDbNhT9nuIFq6oz7JQkRUskFHycaKPbE77nYiYhseNiOycpEZWpMgqw54EYVL0Hfj3A4CXXrUV77/vmrhdE0cs+HFY9FEiAtFT2FXT1mIK+ikoyErDnmQOBupbW0aRnWlWsNh20HU8rHZdKZHlFwkJkSKbSi0+uncGf/HeO1GzDDSrJtZ6Lh4+sYLHTq/i3S/ZL+nRK7cWqxYxgGSpRFOQqk1QnSuA1ZC3S9TIApQTkG+Bp8/sphaVz7d6sF0/sroXgchabKsWLywBke27j6wRJ/raLeDhjwHXvUncY7MIrAYjbmX2Z5jWYoCRFKprJayeZD9LE1nuWJPilmctRsDqjvMIKf9/ibAnssqqrMVEZFmZSSFFNiJnClIatbcJVVkvx+Ysw/f/d2BmP7DvpeVeVwTp5GJVIrWo/Y4qhGkQazGC+LzQtbJpLd5EWaiIrEhtAuQ1svSgpfq5KBG5kFUxfih5foCe6wutxVFqcUqRldn6dF2DrmUnQv2GPdHK+xNnVqUTHkBswQOAthMT9NVwH2SKLKW9LrcdZi0uoMhO1i2uRjYkMEYfNbLVOLX4uYU22raHa+cF0etg9rlzq/Gg5/sBPEk4Sdp+ziMIgrCdTvGwJ18S9gTE55ZPDCW7nYg0MkU22+bG9eREVqXIivrIAmJrsayPrKZp2D5RLXSdRgpbOrW4oCLbLtDiidK2M31ke2IHBWHrGFO7RT03hwd5jSxBaC2W9ZGVjHOk6vKKbCdHkTVSttEzy6EiKwnzslLEF8gJe6JFkoxKJXdl1AThYDwRFib36hocL9mvVqXyycKeylqLhURWmCwctt+JSFj+58yGi5Nff47VuaVtwoTpRgWL7eRC18mlLsaqpjLQcCwksgvhaw9uF1tIVYps7vXFHQtaoPiZjz+cUT97OYubCWtxFBSWQ2TNtLVYXM9L10d6UZlU7XJEVmwttgxNXGpSacY212jCPARr8doZVnu5+9b+3gsAbr4feMufFE9AA6BUZLXyz3t2fNJE9jR737Ft5d6rH2sxwI5ppJYqSKYojMjtsu8taicDJOt2qRa4mrX3Z8Bbi2UgSzi1qMmzOcuw6yjw418Hbn5XudcVgWEx1Z2IrKoWWaR4q3oB77oZuPa7gZ0vYv8uYy0GsvXUm4rsJspCVj8HZB9QBJm1uJpSNrqK+luCSKFTpaeS8hDXyObbZ81wlZ4H2SjLWosphdLxAikBZZ8pruvscGnMNBecldTI8pNARjLyH1C8ajCwIhsSbZq8bZXUMG0br+IsR2TpWIv7yMrJHB2PTGqxLq43BiAkvgRS/lZ5RVailgKhMtMSpBYrVF/LyN4j9D0yoVUKNdqXEFkAeNvte/Gul+wDoA4CtAwdFUPP9H6W3YekINI91LLdQuqvaBKZay0eq8IPgOcX2sp2XIOAjk38M3uwVO13KOkWYAsePVfcG1XXtYydvmPntN8Jzz2NCWdCRXabNOwpaUUGsv1gRdunxxyVqiaqqebPqzjsKfs5qgChjCJbMuzJlBBZ2cIPXZtlEttnwnH8f32TKVAi2y8ATDUtLLadBIlfbNvSjAPCWJX15G4rWkAB8hZKQP71xR+LqbDc5TOPnI7IOYFvxSUCa7lXvI8s+38t6RyQXKfphTPCySU2kS1lLRY4nhyJU4ztZCO2uUaq3wDWYt8Ne6SGk+9qifrWNMbngIN3l3tNdP/QYMcrsn0QWZm1eGx7+fez6lxqcUFrMcDsrq2wy4Cq3pjIl5cKe1KdT16RLUOYIpVRpciGhJgU2X6J7KhRm+CIrMpaLFC8VSFMY9uA7/2D2BpdVFEllT5j+d9UZDdREEEQwPcDJdmU9b0sai3OW/1ln5G1KqpCZ9JhQT3HQ8XUlSmoluCh12/Y00TNiqzS0035hJyR5+yEpNXzMnV6WySpxTQJPLPShecHhUj3VKOCpQ4bgKguuEidWBrNioG248H3g0jhlSlp28aruLDWiyabqpV8FZnzJCFJuX1kJV9PVSMreg1LL80qsiqSWRUEosna71gKNVrWRxYA3nnXPrzzrn3R56lQ52rcCF3Hh65l1Sm6v3hrsSqxmP8ewr7PSiLLJgIt2ysc9lQW9O3oGhPWyIqS0KmO3uFVJeYOkN07jYoZLRj4oYNEFfZE+8Jbi6cblvQ1kbsl1Z8zV5FNnRcqDVG1EeIVWf71oiE1rt3NKrKylmzNihEtrpUlsrRdeiHLT9XIxvsXphYXJGFAfG3+r2+cxK7pOnbPiCe4040KbNdPJALzKfQyUN5A1Ltc4qyJw56y40PXUadi88fzFVdvxb9+1VUAgKWUghwn2UsUWcsUEFn1uaqkwv4ciRuHFssfObmS2K9+iKxobsJyGWREllPkBiWyZKX0vZiwlapvHQLofBPJHJW1uKytGAC2XQOc+gZw8sES1mKwxYF2SGQbs/LtRTWceSnBVr0/C2sRRTZNZPu1Fo8atUmBtbhg+x27nR/6RQsMfSuy4c9+Lf/rGJtEdgQ4vdzFlT/zafzpV55H12EPYlHNjqitCqAKe0pOplSJyNFrBLa+6IEvUCDTimzP9ZW1aQCb3IisxYau9RWERBaoGYUiawnIl+8HLMSqkiay8r6FzYoRPeiLhD1N1i10HR9dxwsVHE3aOkaFRpUFhnRdL1I0Zfa5reNMbSMSSN9bNNEULVwQZK1xTEE9FCFQtN8R1cjGNXoiRbaKruNnakxVJLNRMTMBMLJAm4rqu/vqyf1YxYSm5bdS4hUVQtfxUDWNzGJPOkW0bXtR/acKlpEksj3Xg+MFOWFP8b1SdvGoKOj7Uasb0fEUEXWR3T3PzcB6dbLrRNXCjN83i7PIn13tRa1ZZNsbejIwTtWCRRb2RCqzaIJP47KsRpa/b6LP0bMLUXnff7JucYos+13hPrLh9/rEgyfw/EKsGLkSazG1yFER+DTmwsCt1a6LOw7IA2Cmw1IP3l5su+r+rgCiGtm2nafIikk7UKBPMTc+mYaO7795d7ivybGpl+Ng4sOeosTrnGckX14RBIG0hziNXb/wV9/CW3/vgej3J5Y6aFaMqJd3ETALedZGLz3fCWvxgMpPRGSd2KZaJnF4KCAllogsd7z7IrISa/HEzvLv9dL/E2jOAn/zb+P3VCqy4f56DtA6x/7eVBFZIlockfXyFNlqfN6L7BOhNhW+vogiG14LpGT2245pVKhOxPZnz2GLH6KBWNR+R5VaHL2OiGyZGlkIeg5vEtlNFECzasD1A6x2XTbJlUzWRBZCQK7ImoYOXSunyKatph/+5Lfwvj//JgC2OpzZJzNpv8pbqQbYSnc2nMZDs5Kd3BfBzjDYQ9ZvEAjrOjPpnmGfztREXhWGNVm3cDKspyuilpGKu9JxWEJyH2oskExmJaIma6O0NZyQn11hDxaVGiJauCDIQpJkCdAA1chKiKxQkWU/RcSUzueFtaSKIQuWAYCD28ZwfLGTsJnm1sgKAtRc3xf2xSTouobxqomapeNn7rsG33PjLuF2QiLresLSgXRfx7btClN902DhLvF3iBLAFdfnVi7Q7K6DiknKAIgU2SgVPPn/lqFJQmhCRdbNkjPZ/dOsmNH3JiJYz7HwM2LKjpuqzQuBt096irpz9t7ioCBbQej0cCGPJ7L8mEXkM7FPAsIcW4vF+zbBEdmoRrZoanG43aceOo2PPvBc9HvZPdmsGljtOrA9D6ZebBFv72wTP/u6w5hpVvC66+UTd7Ls8oFPskVdHlQjm5eULwvsAiBcAAWAN93ExoH015wSkG6AjQUqB1PSWlywRtbQYIfPNs8PEATisZ8fgx46sRz9/eRSBzun6qWexaLcBGUv2oS1mJSfAazFACMDl1yRDa8lvi62HyLLBzQRVk4y23NZ1KeBg/cAC8eK2Xij42kDrQuMcKlUvchanFZkVQFRdXbeg4BTZEtYizeaIuvZ8l69wvY7rfzjRd+3sCIbEta0IrsBa2RHlQrygkYzVHdWey56rpwIympkVaEj/OqsKkiKkLaafvmZRTz4PKvrESmypLbwn5FLZAWkMq+mTwWqk80Le0pPKmmCkJ6QqB7gk41KpMgW2V+awCx1nLB9SB/1Mkgm4K50wvRpiSWUamcp8ImOtWhVXlUjK2uNY+qqPrLyulFSsFcFqcWi+S2dz4WWnbAXqtrvXLNjAkEAPHZ6FTftmQYQB0ppSBNyIkxJokkhV3mT7om6BV3T8O6X7pduk+7/CzAVRnSP0MSyw4U9zU3k16+mF7havfx6c16RvV2heg0COkVx/+Lk8ZSFpYnCniILpuT+YXZR9r0fO81WuXfkWCNNXY/ujYW2jWvm1CmnFc6JkFevSONiVpGlWlHxtVWvGIk+svx5FdXvivrVxguW4mM11YgD6OJFnnJhT0C61l3cp3r7eA2LbQdrXbeQrZhw/137cH9o35eBxgeeHCrrMkM0qUbWdqFrcsKvshZ3bE8Ymvjvvud6/PwbrhW6LeqWgcVUCnvP8ZUuJFaaUK5GtmLqkauDyKXIjcO7SfiesSdCIlsGomwCxwvk363SyCqyg/SRBZg981IR2WhfhmUtTimyTgfoLvVnLQZYzXBvrRg5IeLkh4qsSo0F5O1hVJZUi3tNKWtxgd6oEZGlsCdSZNcbkZ1giwsAu3ZlLY5Ex1eVWkwwyiqy4T3zpf8MXHgyPo4bUJHdJLIjgK5rGKuYWO066Dq+onUNU259P+5x6ftB2ApApuLqWUVW8eA0wlRhsgnxylaR1GLWIiPHWqwLwp566po+Feihqwr5EK0YR7W/4YTvv99/C04tdTOv5TFZN/F4OFEuYvskRXap7aDnev0rstVYkV3tOjB1TWpt25YisqoJULEa2WzYk6pdj0yR1XUtUkMIgaJGb2YsJrKJ/fLFPV4B4JodbPB99NRKRGRja3FyW7pezqdaFUUqcc7kfqJmSZVpgliRlRBZUY1sH9bitQJEdqph4SdedSVee2RHXy6IIqCFA7Jwp4+/zNFAIXW8ImvnjF2NihnV+f3tt86gYuq5SrPJOQsWW7ayxj69vSp9mG2bDYcCwPVTlbdbSVuL56fq+O0fuhHX75rKbC8izHmK7GTdwjPnGYmIF6uKhj3F78k/G9g9md2e+vI+cnJF2tasX8TW4liRdTxxr2EevCLLFpHF311mLaYabNH4a4RjnGx/M9binFruRpiNQBZhQ9dyz1XF0KPFzmjhRBH2BCQTik8udYXXmgqW4Plqu55CkW0yRc73B+8jS+TRd2NrsSzRdVTww3uWCKzGLd6VSj8OUUmFPa2ErXf6sRYDzGptr7LjY1TkacIAZy0Oa2RV9bFAUsElrJ4GxrfLX0Mk1+0yddGoFguxqpYhsmlFdp1ZixOKrCM/J3R8icj6Prs28hZr+rUWf+svgJUTwNF3Jn+/gbBJZEeEsZqJtdBaLKthpUbotuejFt70ef35qiUVWYCCG9hDKUlkBanFqT6yRRRZS5AgvDYAkZ2fKqjIptSRWJFln/uSKxXJfCGm6pWI6Kism/z2ALMFMkW2PyJL+7jWc7HSdTBRt6QTMFJkz66yCQKdG1MwqaCFCxExDSTWYlPQqzV6jaL9DsAI+VpKyRF9BsBZi1NE1g/kiuz8VB0TNROPnlpJ7JPoM+i6OZFavIhbksi/BwBM1M1EyxcRGhUD51PWaFYjK7cWE4Fb7bmFrrE0kW0XSADXNA0/EQbQjAqRIhuFPaUVWbnzBEgrsupxrlk1cGKJTfg/++gZ3HVwNnc8MUNrsecHWOo4yhp7+h50nJ3I5VAu7ClvvK6nFj7cMFBKRixEqcWq9jsA9bZm1yStwxS1FvNz8lXu2eD6Phpm9nhvDVXkb55Yxo1XlCNHeYitxZwi6/m5fZEptbjVc5UtqmTWYipJKdpPmjDdrAjDnlQLv42KCc8PYIfJz0XaF/GL167iOuWfRVSm0rE9LLTsUkFP9P7ZGtkgmrNkX0BEpjN4H9n1YC0msnD997GfRGT7UWMBppjyiiy1wVGlB6tQHWMP9PaFApZUrv1O6zwwdYV6e01jRJS3vq6eAra+XP4aPsDI6eQHFxGsGjvWKpuw1WDHnxY11mtqcTVMLQ4Cdqxliqymse9MhLxomnBkLS5KZLlzkFDvN4nsJgpivMZWiVVEkFZVbS9exbVzlAHL0CMVIC9Ygv8cmoDxrUNUiiwprCpFmWAIUotbA1iLb9+/Ba8+vB3Xz8snSqL6Ymr5o5rMpDHJ1aXunc1/WEbW4rY9UI3sNDdpW+26yqTZmmVgomZmFNmKNJhGnIYtTS0WtJQh5IYkpRTZlsTeDcRELG3Ndf0AhuS7aJqGQzsmEkRWFvY0WbfQqBg4sdhJ/D4msupz9a679keTWhmYtThZ6yS7xy2DLSp0QwVmueNgslHAWmwm+8iuheR6rMR1PUrQ5Dt9OMtYi2NFVmItDttTHV/s4PmFDt7zErndm2DqOjwvwFLbRhAAMznHmnq28vsjtxaLSVBe8mzdMhLtUGRBPdHnCAhzL1Jk88OePEn9uAxSRTYQq7rUl9d2fcxPDbfWaioci3nHhu0FhazFLAzPVgb2xfXHybFRleKvwnSjEvWuJeQ5mIgsd20/DBfLf35UTH7BRR70xy+Y0zV3cpmNhZQ7URTMpZNWZHPCngBmLx5GH1mAkYFL1fuy0gDe92ysBg5KZEmR9X02cJJyV+tzMYjCr5ZPxPZcGXS+RvY8MH9j/vub1djC67n5wVTR+W+FrWRKnK/apDq4SdPYeUi331mPiqzvMGLqOer9M7jjG13jOfNPWpAoWyMLsEWATSK7ibIYq5pY7brw/EBuLTYpnIaL1s9RKhI1sq4HQxcHrPCgdh5BEOQqsunAnK7r5ab5phUkgKmjsr6oedg2UcPvvu2ochtDUNdJE5IigToEIha7Z+qYlbTp4THB9W3sDaDIku1xoWVjpeNIE4sJu6YbOHaerejSZFpUwwaECxeCwCOZ7dDSNXiKsCeVVXWsZiWUnNUwuErUy1TW59BX1MgCwN4tDXz+iXOZ76Glvr6madg5VY9qngl2DtkgvOqwwjoVosHVuBF6ksUeTdNQNQ3Yro+uwxQYUvRVqBhaYkwoUiN7MUCniMaI9HUhIwKGrsHUtUTtctS6SqrIsvY71A92z5b8RSZD1+D4flRjOZ0X9sSpTnmE1JDUV+Ypy2lrsZNDXkT9bakXuWysoST1nutFqeFFrcX8ELKWsBb7YiLL1fVSlsGwYBo6xmtmMuzJ9XJTfWmB5+xqN0eRFVuLOwWdTWlMNSycSI01rEZW/j50j7Qdt1BrIYBdW3SdqctK4vNFix80Fu6cLKvIZheKlcQ7avXRGk4fWYARKLvFJvj92HkHRZ0jmcMgsgBTrCtNjsjmkFAZyJK7fDyfDEfhTU4xazHAyBIphq2zQOCpiSwpy2tn2WJGGbJ09WuB7UfU21TGs9bifq+vUYHOZXdZbS0GGHHP9N3NOWZmSUWWV8V7qxs67GkztXhEoAl+1/WkDzZekSWoamDo9zanyBZpb0MPpZ7rJx7iItUsqqn148/IU2RlCYd5rUwGgYw8A3JlSARSZPOCYQjjVRO6xlmL+/yOFM6zECqyea0RjsxP4OETywiCILpGRKvygLgPKRC3xkkTEJGiHr0mSEf6JDFeNbHGtcdZ7bowdU2S4st+13WS+6ZqvwMwUszblwOJIguw2jBSIQjUVqRs4IkIjYqRUa+V93g4CSXFbFKSTM0jfW3T4sCo2uoUBS0cRUQ29f8q23Q62K5Im5JWz8XZ0IVQZFGMShwWWux4bcmxFluGFvWizrMIW5L6SidnvK6nFj5sRf4BkLUwP3O+hXMhmZcqso243EHmVpB+HkcQeCLreuJ7crpRiY7FriHcT6L3T4Q9FVRkAZbqrhr74zrn5PjTdfq0Fqf2FQitxYrnJT1z27YHp0BrISB85mcs8Nlzo2kafvDWK1Ax4qTsqIdsyUUHy9CF17o0QZomzXZ7CH1kUzWylyroiUdEZPuc0xB5IHtxRGQn+3u/aqjIrpzIfw8iVO0L7JgWsTMb1Vj5pHrecQWRHQsXgdfOFAsu4vH63wBuebd6m+r4ZRD2FC4odFfU1mIgtBaH34McXnl27Jn9wOQVwOyVxfaHJ6yklOtmvFC0gbBJZEeE8Vp+2JOoXUiuxY2b5HYVicjp19huUo0F5A9u00iqvnnJvCxBWGBD6qOHbFFQPRwPsqyWsYjRJGb/1mJ96nRdw2TdwtmV3kBhT/WKgZqlY7FlY6XrYLyqHlyu2zWFxbaDE0udSEWSfbasrZOsNY5oUYAQBOLQF0LaWryqqPc1DR2mrgkU2Xz7csv2IiLlK5KR56dqGUX2mQts8rC3gKqXh0bVzCiyzFosd1D0XD+qYZwqYi1OnQ+qyS3iGBgl4tpsCnsqlloMJGv7AaCXU0LRrJpw/SA6l0W+Oy3ILIT9lvPCniyhIpsT9iSwWwJyAlyzDHS4hRs3x1ocqYbh5/zgR76E3/zcU+F7yRVZAFhuO3H5QMFhiR8L1rouvvbcIk4vd+EHgbBdla5rUX/eYSuyAFPR02FPeU4Kcn+cW+spW6iljy2hY7Pz00+N7HLHydQzF7EWd2yPfTdZzSkHkbVYdp1++Luuw33XzUWLhScWO9C1OKSr0EXDpgAAIABJREFUKMyUKwTIsRaTLdLpDKGPbHjfPvEZoLO0Pogs3VCDKrLDIrJkLXba+e9B52bxGfYzL7UYCBVDIrIn2E+VIktthNbOhNbiIZ+z6jir83zib4CPv4f9br1Zi0kl7yyGiqzi+WOIFNkcIjuxE/jXDwFbDhTbH/74+A675jagGgtsEtmRgSlVbrhCmxOC4nEr9gWsxWQz6hZUZKumjq7jJYJs6pYhTYqtGHGQUs/xpWFVBNaPMWu5GymRFawYdxT1mTJQANFt+2cKv+aOg7P4xDdO4Phip29rMfvsKi60bKx08hXZ6+bZw+rhE8vKsCegnxrZ7KIAQZVaDLBQM/66KlLvm1Zk83q80vsRYVapTvNTdZxfsxNk+ZnQkr13dvBBvGEZsD0/QTS7kvY7ALv3eq4X2SWnCiqyfI3sudUexqpmaevjsJGeRKePv2oBSabISq3F4Xs9c6EFXVMHvxGoJRcpsrl9ZI24RtZR9INl7y0Oe8ojFsyK7ia2VyuysWroeH7Cuirbt0mu3EGVGi4CT2RbPRf3/+GX8ZufexKORJEF4rZBZQOEimC6YWXCnvJUS1LrPT8oViMrsRaXr5G1EATAf/78t6PxpufI3RkA33bNK14jy7mwohpZxUpFjavLPrHUxfaJWqlWSUC4mOZnr3XpMz3qWdli9lnd6l+9JALw2Q+yxNVKsUXmkWJQRTadvNtdZseoX9W6yh2TPGtxI5zbnHuM/SxEZGsx0YoSlufl29dnGMmPiOyQxwaqkX32H+PfrbdaT1pQ+P1XA4/9lZrImrV4oWBUdeDpZ0Dr7PqzYw8Jm0R2RKCwJxURpIcC35Yir+aKD27Ki/onTDcqWOrYCeVM1EOWYHKKXp5VirbPKhX9q5VFICLPZPnMq+nl8dbb9+JjP3o7Xn71tsKv+cB910CDhlPL3UJWURmmmxYWWzZTMXNqZA/NjcPUNTx0YjmaYMiUCr4/Jg+yFova7yitxTlq6SpnLV7pOPlENhWo5PnqHq/0fvQ5viLQhuzDp5bjxMVj51uYm6iVspzLUOesgYSeK08mJwJH1uKJAtdLxUwq6hdaNmYVraguFtL9i9OnTGV95hfgAK6PrOS4UZuiZy+0sWWsWqjmk8ahqEa2kUNk9aS7hfZThKgtmcB5onpdtv2O2k5qRYQ5wAUuHbtq6tL7kCeyUbBZUSLLbdeyPeb6WOzg/FpPqoJT4NOOkgFCRTDdqCTCnoosiPJ1u2pFVnwO+62Rpevr1/76cXz20TPR/ub1kQWYe6hMjWxMZMMFF4WSyxPZk330kAXI1ZO91qXXLtki/+hNwD/+x8EmzGlLZtEE3FFi0BrZOmsdh84i+9lbYcSn31ZplXHuvfOIbNhX/Nzj4b8LENnpfcDph1gdz8oJZjVuKBb7dR1obgNWyVo85HNWHWNElsjf6/6fYoT8YiJd76y0FnOK98WqXV07t/7I/5CwGfY0IoxVLbRtDxXTVfSRDa3F3AMjqrlSKLJkoZW1/UhjulnB8cVOIi1WtfpscUSoW0CRtQwda27StmyrVm+HANPQ4AdI9ODt9GEtNnQNN+0prsYCTIn46Htuw+nlDm7f3/9gOt2o4NxaDy3bE4Yj8ahZBvbNNvHkmTXcELbuUNrPBe10fGkfWU3aP9XPab8z1QhrwcPk3tWuq7RJ1yw9ay0OAmVrHDo2q2GdrEp12hGGmpxa6mBfmEL9zPnWUNRYIJm8TARCVT5QNQ1WI0uKbD/W4lU5qbiYyKiP3OH/wH2H8Jpr56Sv5VUlIL+PLC1GPX2+ha0FvzuVGyy0bDQrRqG2YUTOF0PyJFNx47Cn1OQ+Cl4T3yQ1K1kjm2st5izMlFJO7yPDFEdky9bIVk0du6brmKhZ+FaYDP7U2TWsdl3MTYrJyHW7JvH8YnskGQhTDSsR9lSE7M2OVaFpbM6tCkSLrcWS1OKSRJZfsKOynSJ9ZOkz23Z+2Q4Q16v6fsD1FJa/jne9nF/r4UDBshkepq7D8wMEXNifE7aOEu9kaCWlIJ5+E4uBrOq5HqzFgyqyUf3kUvhzuX9bMZBSZHPepzbJCHgZRfbAK4DHPwksHANWTgETO/JJ99i2WJEd9uIDKbLdZVYnevQdw33/YaCaIrJ5iizdK1GLqVET2TOb1uJNlAP1vltqO/L2O4q2FNKwJ67WjKXm5g+sM40KFluxIlsxdKVqydpSxL1qc8OeBGFBRUI6BkG6TRDAVDJT10ZKoAkv2j2Fe4/sKNRORYYtzQqevcBsJXnWYgDYMlbBUtuJJtNSImuWq5EVKeqEIFBPig/vmEAQAI+cZJPgvOAqXi0gOK6vtMqlrcU914euiVUnqotc6sST4WcutCNSOyhIdeTrzZUttkI1hWpki4Y98edDpY5dTJDaR/c1f1285to5ZbIwEXpCL4fIUvrs8cVO4fTzehgQtdCycxOLASIIbD/yko6jsKd0kmuoGMrU0nolaaXPtxaHpMH3o77RgLrFGl1TS20ndl0UHAJ1XcM/vu+VeOvte6LfkZ15h4TIvvcVB/FX//KuYh9QEtONCtZ6bkKBzE3lN/SoRESpyEbnMNVHtk9r8W37t+AHb2U9Oamut5ezuMyHPS20bMwWuE7jEiQ/WsxTOXhqFpsjeH6Atu2VakeX/syO42G16+Cdf/hlnFjq5CuyhH57yAJZArCuiGy/imxIZEmR7a70n1gMxFZlIJ/IahpTZemziyiyB17Jfn77c8DSs8Dk7vzXjM8Ba6fLpxYXQXWCEdnOElAfYAFglBifA458T/xv1bViVLj2OxepLc7y87E6v8GwSWRHBH61NjfsSZRarEjPjFrjOF6UBKvCdJP1u6NaxnfctRdvvlk+MFkmC0FxPZZynKdsGKmwJ88P4PmK1dshgFbX+aCNtu2VnoxcSkw3K9HEJE+RBYCpOkvJVPUSBNh19cDTC3jb7z+QuLboWKXn3KqwpzxF9obd7AH9jefZSvNq11F+F6bIJsNvVnuuUqkk8kjW4vNrNmaaFaEdmbdZ0msWWnah9i1FMBbZnGN1WGUnrBqsRna548DQtULJw+ka5/NrPcyOX3pr8cuu3oofuu0K/NJ3sVYJPJGV1WsT+AU4IN+Syx+noiR+32wTT59v4dRyMfJrcs4TqqudllyHsrCnPMWwHtZUx6FSedZisSKrwkRCkS3Xfocgui53KFq2qMoNBgEd/6WOHT1HitR3UgCVWpFVW4vLKrLNqolf+s4jqBh6tBCS15Itbr/DiGyR2u8qR2RXohIF9WIh2xcPXccr/b2A+Pl6+Of+Gh//+gl87rGziX3JIB3uQ2FG/SD92nVVIzuotXhIiix/vIv0oiUCU83p2UqY2Q9M7QGO/T1w4dvs33kY28ba74zCWlybAuxVoHWu/967o4ZuAG/6feCKO9i/VWFUViNOYXZCRXbYAVlp+C4wViCx+jLEJpEdEca5B6qsNq8/RdYor8g2LdhuvML/1tv24Ifv3Cfd3tRZfUyeakJgFr3ik9RhwOBqyQgd2ysV9HSpsYWbxMgm0DymmxaWOk5cJ6WwFq/2XHzhiXOJOrtAMskVJUAT8vrIbp+oYW6ihm8cZw/olbywJzOpyJJyqqpnTFuLF1o9aWsVUipowrcSvmYmp16yKOi+5tVhANL7sGqFimzbwaQkzTmNClej7no+FtvOulBkLUPHL33ndRFp4C8jVVgXENbIOnxdMY0t4uO2b7YZXadFFdkDW8dwoWXjG88v49DceO72vPNksW2jauryJHc9Vkp55KWz03hE9fvKOkPwqqEftR4CkEmc52HoGsarJpY7DpY7DjRtWET24geDkCK+1HZiK3uBZF+qky2iyH7g4w/hVz79aPT7fq3FACP0Uw0LS+FCSF7bOZoLdGwXF9ZsbClwX9P1Yrs+VsLFPKUiy7U56zj9PRP5hakvP7PI7YvkXKTVpN4ARHb+Jka4Zq9i/14Ximx4DPslslaD1Uzy1uK0FbUMdD0m+EUIMRHZonWlmgbsuhl49p+AzkKxpNyxOUY07dXhq4u03wvHBlsAuBigWmKVtXj7taxm2W6NVpF937PAO/8m/neR1kuXITaJ7IjAq1KHd4gHLCIivOUut0Y20Ue2oCIbTuKfX2A3TJ4qRApdt2AIRjpBOI+MDwNR+ApHoFu2Wyro6VKDtzHesi+/TneyXsFSAUWWP+4tri7ak9SWGsrUYnGbGx437J7EN48vw/MDrPXcHEU2RWQL1I6Op1RQNgEUE9NGxYCpa5EiS3XTtSEtcKQV2bx7pGJQ+x2nUGIxkKxxpuCbIhPeiw2tBJHNtN/JCVeaHavi5r1MxSgaqEa1gB3HwzWSMZcHb6kndUy20CBr3ZLXHmYiWoRh16Prq7e3ImtxUpFN9y5OY7JhYaXj4HOPncXRPdOl61fHUotPWh8tW4YBelYttOzcnuo8aF/VJTPx+/zO549Ff4/Cnir9Pa+mG8zxBIThiAXa75xd6cH2/MRipgx0jziej5UOG3fS5yvxGVSH63jo9KnIVhRuH/F/DHESPj4HvP854OrXhu+9Dur6Bq2R1TRmL06HPQ2CUkQ2nF+UCUiauy7e36KKbOCzP8NWF4mAdRbWryJLIPVdteix+1Yg8IATXxtt2FN9Km6NBGwS2U2UA/+gefEV4huPkgedxAQvL+xJ60ORDYnsIqvHzEtvjYhsuC95NbK8sgEAvbCdkDXisCcgaRPrXGbW4qk6Oy+7Z+qFrMXTDQuOF0QkTR72FE9C2lxrHBKT0pzD0vVM7V+EnBpZADiycxJPn29FE+8JZWpx0lpMrTamlIpsisgqLHmapmGibkXHiNKFG0NqXUOLQGsRkVXfI6TIrnScwvXUlhlbXs+tsWO6dR2kFqehlbAWV1Ptd5Y7DsaqplI5/IFbWP1hkfpxADi4LbYgFiOycYuRxZatdAVIw55yFFmy/RIBybMWR/ZXzy9sLQYY2X/w+BIeO72Ke4/sKPw6QpoAzo5VL0rWQBq0oLXUtqPFnCL7sS1U7VX1oIaEnHUdD7rW/8LrdJO1DPL8AI4XKBcRjDDD4fgim7zKFuR4VFKKbKNiKK8hWlRbbjsIgv4W8fj7+RxXqy09F6OwmjfDTgJu8ftgZKDv168iCzCCMyxrMRAHPuWlFgNxXWwZIjN3JP77TAFFlm/PM3RFltvv9a7IEpFVKbK7jrKfz3+JqbJGBTBGJMLw9dTrLel5SLh85KvLDLzqKZukVwz2gCllLeYU2aI1svT5xxc7qBh67sTAChW6XkFF1tC1RK1qlEg6SkVWUO/UvsysxTRpe8ste3K2TG5PE1xLkujCT3L4pGpparEgAZp/ja6pz+OuGfbQeuIM65Gnsr1VU+13KCRFZa2uWwYMXcNaj2pk1eFHk3UrshRHtsEhXReRzTmyFof3iKz9DimybafQpBVgPVRtz0fP9XA+tIavB2txGvx1pFIZgWwf2Qtr+fWBb7hhJ7aOVXFzAbcCwFovVcM2P0WsxXy/7MW2en80TcuUUABAL6dGlkg4WUKdwtbiAGdXu9g1XY9IjwqTdSsKXLv3iDw9WgZaLNo+UcWZld4lsRUDsSK72I5LKArVyBZQZHnXAK/yd2ymWvZb9zvdqODJs2txS6mchd9GxcDxJbaoXMRpQe93drWHlU5+qzYi0lS3O0iNLMDUY0LhfrTDUJeIsFAt4aWEpgHQBiOytSlmLfYcluw7MJENx7gy1uIyYT9z18d/n96bv/3Wq+O/v5CJLKnfnqPeZvZqRmSn943WdcDXmG9QRXaTyI4IqjpBgiVQZPPDnpJ9ZPMemkCsyB5faCv7xxLMkCyT2pRXI8uHpgB8r7vR18jyE8u24w3U1/Vi444DW/BnP3I7ju6ZLrQ9LUhERFZSO8Yr4Xy/UxmR5ROgqynrFKuRVe/X3ESSyObVyPY4RZYmW6ROi6BpWtiv1kXP9bDadZWWvImaGSuyfSaSyiBXZPNTiw9sLWa34usEz4fnen0S2fjvqtRpABivWokk6SJBN5qm4Y6DxVeQDV3DvtkmWrba3k7ge1Evth3MT6snE2Yq1A7IJ6bpmm3H95U1n3y/2nNrPRyamyhEZOlzbtk3g/k++oZSSNKemSbaPW8dENm4hKIIeZqbKBL2FB93vu664wzm5JlqsJKPXsHnZcMyojKfItbiOw/MYqZZwS998lFsG6/mOhTou9DY2s/iLj0rACRqtXPb/c3fBLz5j9U9NIuCiFp3HRBZgNmLB1Jkp1gLFPo+F9VaTDWyJYjM2DamiutmsdYwPNkddl0zrySudyJbD4msvabebsf1jMjWpgZLsM6DWWGKr2fHLocNhk0iOyLMNCs4NDeOn3jVldJtIssQR8acPEXWTCuyxdrvAExF2jWdP8mpGDo6jhcpZ3n2ZabgXtywp6hNBUegVztOoe+3XqBpGm7eW7yHLdVYEpGVkQdpjawvDnuif3uCOlm/gLWYJr0xkVWoq5VkH9mov2pTPfEZr5lY67qFakZ5a3F3gCAXEQxdQ6NiRDWPcY2svI+s7fnoukFkM80D3a8X1mwcX+xA0yDt6XkpoaG4Irtzqo5zq72whtDAhZaN+anhf6f3vuKgNIE7DdPQoz6wCy0bMznWb9PItrWyPXliNZBN0Xa8QOqkAGKyZbsezqz0cN91TXz2UenmEeje+/6jBdpkCEALnLPjFfzooQO4enu+oj0K1CsGqqaOpbYTldnkXVsA8NKrtuLnX38YN0rKeIDkuMcT3o4tb59VBNNh79uvP8/qCfN6RdcrBk4uM7tuEZfGdLOC9917Nd73sYfQrBi5tnlyaVFv5H6+24ml2E68xgWNKZ8FHzjFSE+RVNwi2HMn+3nre4bzfoNiYCI7zQJ+KPBpGIqsbhZT88qGPRH2vxzwFcoiD91gxyjwh6/I1ibZ4ojvFLNSX0qQtbiXQ2TH54DVM6xl0Vh5F00pVMZYffGmtXgTZWAZOj7zEy9VbiNMLc4LezLj5uhFFdnxmhnZf4u0/zANDU6XC3vKIcumnux7eVHDnvykujesdNr1CFLqqG5SNsGT1siGpyg9F4kSWQW9ZIOc9jtATLKeOMMG7jxFtuPw1mIbZpi6qsJY1cRK141SmFUTwMm6hROhihXVyA7Rcj5WNaPJHb2/SpHtOR4cL1CqRTzoPC+2bRw7v4adk/WBJtqjAn8d5dky58MFppNLXeybbWKh1cN188NfhX79DTsLb2sZGs6v9fBjf/w1LHec3N6zEzUrCicj5PWFjRTZrluonQzVJj630IHt+tgbto3Kc/jcc3g7fucLx3DfdeXrYwG24FI1dWwdq+JfvPxgX+8xLMw0K1hoxYpsrgoIdp+pkviB5DXKJ2j3G4hEmG5U4PoB/tX/fBAHt43htTk1ynxGRZH2OwDw4ivY5Lhle7kLYjRWUEupfr6bLKCSd1VkUES1K4OxrcDPD5B+PGxoev9hT0BsLab2QoOkFgOMnNQmi9UnN8laXJLIfPfvlqt/nroCWHxm+FZZTWNq8urJ9a/IkrW4t6rebmwO8HrAuSeA3TePdp+qRGQ3prV4M+zpEsISKLK2q7ZT0e/bjgfPDwopsjrXv7LIhN4KrcK9gmFPZlqRvRhhT6kUUc8PsFRgMno5g1dkTV2Tkgfe/tgS1MimFVlRAnT8mnxFtmYZmG5YeJJqZBUTLUotplZAi20HU438tjQTNQtrPQfn18hqq7AWc4psZ8jWYoAFuVGN7JkVplzIEl6rpo6248H2fDQL7gNNbhdaNp4+38L+gpbki42864IH2V1PLHYQBEFoLb60dmlyNPzVN08BULeAAhDWq7YTv8vrXU2hfyudYu1kaBHqybPsXtq7pYm/+6mX4XM/9XLlvv2bew/hkQ+9ZqDr/Ne/9wa8/Y69fb9+WCCrbhlrcVnwJReDW4vj9mA/97rDuYtOV25nllBD1wqnS/N2cVWYHhAT2dhaXF6vuPfIHB78uXsyNnVSeV+Q0I24DU8/qE8xEts6z/7dKO7GEuLoO4G7f67YttsOs8CmnS8u9xll68anWEAfguyi+MAgNXG9E9mi1mJKE147DYxtH+0+VcYBo5oMftpA2CSylxB8GiHBzrFT0eo0WRuLKLJAbP+kHpAqWKGFjlat8x62rNYsHrh6F0GRTacWL3dYQmORfqyXKyj1drnjKCd3lO4LJCdsZB0WhT0B2URWgFlni1jE5ybraNkeNE2tltYsHX4Qq79LbbtQXfNYjdXIRtZiBQmaDIlsEAQD9YiUYbxmRTWyRGxklvaKqUfP9KITSr4FybFzLeyfXadEtsTtTcfnxFIbK10XjhcUqg8cJdJjbJ4ldNd0I1Ov2uq5SpeLoWsYr5lY6TrR/aUaF4lcPxm6G/bNNnFg61huL11D1wor/jK8/oad2L91LH/DEWN2rIKzq72REtmO4+FXPv0o/ssXjqHdG9RaHF/Hdxao6X5LmMYtKuWQoVk1o+szr/67niKy9T7bCk01KplMDVXbnw2PYViLAeD84+zn+IB20j23Azf9cLFtx+eAH/8aMDtit8U1b2A/68VyP0qB1MTLpf1OnrWYJ6+jthZXx9jxG0W6+DrAC3hUuvTQdQ1mpnUNa+cgU6gqEZEN+2MWfAD/x+9/EZ5faOP2A/mpdZbB2rGQqpVna6M+skEQQNO0ixL2xLepAOKHdlGr1uWIqmmgUTHQtj1pD1kgDiIC2ESbQOczTRxNSWsRgKWtFiGaOyZrePTUCl68e0qZqknXa9dlBHmp7eQqYQC7Bp86W8xaPFGz4PpB1EcRGDKR5azFxxc7mB2rKq3FhCJBa0C8GPPEmVWs9VzsW69EtsRDcW6yBl1jiiwtRlzqezVNkPLG0l3TdZxe6cJ2fTiez5K0u24ugZyoWVjpuFH+garnrmVomJuo4fRKF3XLwPaJ9RfyNWrs3dLEJx48wdXIDu858tgv3otf/fRj+NhXj0e9ZKcbFl59uP+JJLX82buloWwnRbgpDPcr+3ycn6pjqe3khj2Rg2phgBpZAi2+3bBrEu+8ax9ec+2IJ9zrGYMSWSJgZx9jP0dNXi4Fbn4XsO+lyQTjYSEisutckSWl3cwZu/mFjPERK7Jj2+JeyBsQm0T2EiPdlsJxA2XbGnqof+Qf2EO4SP0QwPoqFumtCDCS6HgBTi8zG6fMNhntE0eELEOL2+9cxLAnsjyp+pFuBEw3KmjbHaWqs9qL65hIkfX9ILLlpklgelGAx3LHKRRSRJPzV1ytTsWj4LCu42GiZmGxbWNXTloswL73QsvG2dUuqqauVMH4gJ227aFi6Ll9TstgrGribNhb8fhiRxkwxrsZiiqypqFjsm7hq8+y8Jh960AlE6HM2q5l6Ng+UcPxpQ4WWuLr8GKDxpDJuoX3v/YQ7j6kvnZ3TdcRBMCp5Q5e9mt/j2t3TmAtR5EFYqt7bC2WX4uapuEVh7bhow88hz1bGn23hLmcsW+2iZWuG9n2KwordlnULAPNarpO38H1u/ufHB+Zn8Tt+7fgg284XGh7TdPwxfffnUgGLoL5qToeObmS334nHGOpnnuQRTy6tptVE2980XzO1hscmjZYjSxZY099g5Faa/0F+A0MTRsNiQUuH2uxWQXu+3Vg38vU2yUU2RET2fv+b8B387e7TLFxKfplAstIEtnljqNs6k4E5k+/chzAYKut0s8wmUp8eqWD2bFK7soxNZonq9TFSC0mQk+fSf1IN3LYExDbH8sosn/9yGns/8Cn8OBzLC0xbcsVJUADrEdq1/ELKbIk5r7kKnWYACVqUquKpbBGNg/zU3Ws9Vw8cnIF89N15QQ/6t3ZcdGx3aHWxwLMXsdbi+cVRLYfRRZgauVjp1md5Hq1FpclWfNTdZxY7MSq+iWukaUxZNt4FW++5YrcxQ5acPn2OWYZe+TkClq2l09kQ2ux4xfri0qEer0q8aPGvrAm/PHT7DhTv/VhoW4ZGffJ9fP92xUnahY++p7bcGiueHjP3GQNO0u2SaJxJj/sKUwtHqBGlkBj1iDvsWEwqCI7s5/9PPMwMN5fKNsLGle/FrjhLcNv7TMK3PJuYOtV6m2q44AZjgGjJrLj24HJjbsQtUlkLzEqZtwCAgAeObmsfCCmV/OLWJnKgimyPk4vdwu1/aB2EqQ4RGFPI6yRpe/thCFTsSK7cWtkgbjWUNW3kyY6Uw0LbdvDb3z2SQDAPzx5HpN1K7PAIEqABhgRBPLDRQDgQ2+8Fj/7usO4YZd6tbTGKbIAW7iZKkCU6Xt/9dlF7M5RcHlFdtBEUhHGqizsyfcDnFzq5iiy8bEuMxkke/Fk3eqrL+jFQNmhZ366jhNLHVwga/GlVmTDL1B0zKDz/LnHzka/8/z8NOqJusXCngq2k7nz4CzGa6Y0OXajgxZuqKWQKhyrH6QXfyuGjqvn1n8ICo0DeYpsxdCha/EzcZDxj67tsRKLcBsWgxLZqSvCsKhg8PrYFyL23gV8129vnDpPTYstxaMmshscm0T2EqNiJPvCPnl2DdfNy8kA3zYAyNY7DgOsRjbAqeVu1GhehSgsyLuIimxkhyVFdn3U3Y0aFMaiGst/56034d+/6XrsmWlgredGE8LTK12hnTOdAE2gmtoi1uL5qTruv2tfrkpXj4isDz+sY20UCKnZPcPIa8/1sXtGTeym6nFYUtv2htp6B2DEfq3n4uxqD7bnK63RPJFtliCydB3fvHca+ggWq4aBMjWyQFhjutyN+iBf6rAnUmCLjqE7JmswdA1/88iZxO/zAnAmahZWu27h8KJ6xcBnf/JleM/L9hfar42G+ak6LEPD46EjYdgLommHxjU7J0b6rBoWaCElL7NC0zTULAMtag3WZ9gTEFuLi4zRGx6DElnDAqb3sL9vKrKbAMI6aW3DtsW5WNgcnS4xKqYeTXAePbUCzw9wnULVogn9H91/K+an69i7Zcj9usAUA9vzcWZfXT3OAAAUH0lEQVSli6N789PnaEJI6ujF6CMbk2f2WQttGxVDHzppWW84EBJZqh8TYcdkHd93dDc+/rUTeOjEcsJGNzuWtXPKUotXusWJbFGQGtJxvCjMpcg541XPPEX2ivAeefZCC11nsERSEcZqJoIAeDxcIFApsvw9oCoZSIMs8zfvHbBFwwhRdmF8fqoB1w/wzePLGK+al7w3rhXVyBYj1Kah48DWZtQvmZCnVk2GiqxdIoU3L5dgI8M0dFwx08C3z7UADP85wo83b7ppF77/5t1Dff9R4c6Ds3j77XuisCgVahYLBTR0baDjR4ps0dZhGxqaMViNLMBa4Cwc21RkN8EwPsdqf41NKjYIBnpCaJo2pWnan2ua9pimaY9qmna7pmkzmqb9raZpT4Y/p7nt369p2lOapj2uadpruN/fpGnaQ+H//ab2Akq44BXZh0+wRtkqRfa2/Vvw8Ideg7uunMW+2eZIwkAsQ0fP9bHYdoopsnqqRvYipBZbKfK12LIx3czvR3q5g3qKputZRWhWjSi5krBVRGQlYU+ylONBQPVb3ZKJwpN1K1IHaDFHum3DwpZmBcfOtUaiyI5V2fH44rELAIArt8nDmPj2WGUUWZrE37xv/RLZsoos1fh98diFqA7yUoLqtMtc3z95TzbIhK4HGSbqzIp+MdqSbRTs2RJfH8N+jvDjzXdct2NdLxbxGK9Z+NAbjxRqs0TXdN0yBnom8mFPL3jc8yHg6DsGe48tB9jPTSK7CQC46yeA7/gPl3ovLnsM+oT4DQCfCYLgEIAbADwK4KcB/F0QBFcC+Lvw39A07TCANwO4FsC9AH5L06Lu0r8N4D0Argz/3Dvgfl02sEwtWqn/5vFlbGlWop6vMuSFiwwKPkhobjK/Pi9tTb0YqcWGnqzrXCzYxuVyx4HZ4gm2VJNZs3TcHCrrsyJrcXi+P/XQaZxajvtkroyEyMY1smWIrKZpkfKZp8gCjPAfO7/GamSHTGTnJtliwMe/dgI7J2tKazEfVFNGkX3fvYewbbyKIzvXb0JjeUWWnb/10lJoqVO+rv41127HO+7cm6hfzQvxohrwY+HihCqobRMM/ILbsK3FvBMgz6Z7uYIW+wZ1PdAiYJlFuA2LG94MzN802HvMbBLZTXDY+WLg8Bsu9V5c9uj7CaFp2gSAlwL4PQAIgsAOgmAJwBsB/Ndws/8K4DvDv78RwP8MgqAXBMHTAJ4CcIumaTsATARB8M9BEAQA/hv3mg2PihFbix86sYwj85OXXFXkJw5FFFnaPgp7GkH/vzSIPPPtd14IRHayxKSbJtj7Zsci8rdFoMjSefr9f3oa/+2fn41+T0Q2L1ykDCJF1vXRiWq4ik22iDDm1cgCzIL97XMtdOzhhz3dcWAWzYqB0ytdHM1Rc3hFtlFiP77j+h144Gdeta5r90orslxo1f4SCzKjArUnKUNkNU3DB19/Ld5x597od3kLi/dcO4eapePDn/wWgNGOixsFs+PxWJ4XjlUW/HiQV998uWJ3uOhXH6A+FuCsxZuK7HCw88UANGA2J9F2E5vYRGEMMsrtB3AOwB9omvZ1TdM+omlaE8D2IAhOAUD4k5rzzQN4nnv98fB38+Hf07/PQNO092ia9hVN075y7ty5AXZ9/aBiMhtvkaCniwUrociWCHuKrMWsNmcUicqEKGk3JLILobX4hYIiSgIpsge2NqNWD6IaWf48LazFVuQ47Gl4kxjqq9p1vCi5uCjRvGbHOHZM1gopxPu3NrHQsnFquTt0RbZmGXjlNSxlMM/6SzbSqjncXrbrAWXX2+oVIwp4Wg/WYloYOaiwhsvA143nEdn5qTr+xcsPRi3CNolsPmZHqMjy48H4EBfp1hMoJ8ArUIKiQmwt3qyRHQp23wz8X08B26651HuyiU1sGAzyhDAB3Ajgt4MgeDGAFkIbsQSiaU+g+H32l0Hwu0EQHA2C4OjWrRsj5WusamKl40RBT0fWAZFd6zGCsX+2WaiHpchaPOo6MDPqXesjCAKcXulibmJ9tikZNh7+0GvwxfffnbsdnZf9W8c4IptVrS2ulQ+lPwPAStdFzdIj8jkM8Nbitl2OyP7YKw/ikz/+kkKOBVL8ljvOSALA3nTTLliGhrsOziq3I0V1IyoaZRVZIK6TXQ+9cd/z0v34sx+5HXccUJ9DESZLEFkAeMutV0R/36yRzQdPZId9vOovAGsxEdnza3bOlmrEYU8b8zhdEjTLjzeb2MQm5BjkCXEcwPEgCL4U/vvPwYjtmdAujPDnWW57Ph5wF4CT4e93CX7/gsD8FOutGAU95fThvBh40W62D7/1QzcWav1hpupVbdcfuSWStxavdFy0bS+3tnijYKxqFiJG1OZk11QdV8+NQ9MgrE3ka/aIyP7Jl5/D3z16ZujtnaYaFnQNOL/ai2tkC9rfqqZRuL3Sldtjla1uDX8S9rKrtuLBn3t1bq0n1YlvxDTtfiogyF68dx0QWUPX+g764e32ReypPDHbrJHNB3+8ht1+iq8b3agEjWpk7VSAX1kc3DaG+al6YjzdxCY2sYn1hL7ZRhAEpwE8r2kaxTjeDeBbAP4SwNvD370dwCfCv/8lgDdrmlbVNG0fWKjTA6H9eFXTtNvCtOK3ca/Z8Ng13cBq18U/PXUBM80Kdq4DMvbKQ9tx7Jfvw6G5ifyNEU/MqF7V9oLRE1kjJs+nVlhA0Y6pS3/s1hPWei4Adlxu2jONL33gbly5fTyznZUgsg4eeHoB7/vYQ/j2udZQ62PZZ+mYm6jh+GInrpEdQRuWK2YakY110DoxGYosJkSK7AacMPejyN5xYAvuOLBl5IF1owbVqutacUfB//FS1hd2I14Lw8bW8dHlHdCi0ljVHGn5y6VEXrJ7UcxP1fFPP/3KRIr0JjaxiU2sJwz6RP2XAP6HpmkVAMcAvAOMHP+ppmn3A3gOwPcCQBAEj2ia9qdgZNcF8N4gCLzwfX4UwB8CqAP4dPjnBQFKYv38E+dwdO/0JQ96IpRZBY/rVTlFdtTWYk6RPbXEeqq+UBTZovjZ1x3G/HQdt+/fAgDYNi4+PgZnLV5q2/iFv3oEmgYEQdJqPCzsmm7g+FKndI1sGWiahiPzk/j8E+eiWuFLAbJll0ksvlzQD5F96+178dbb9w5/Zy4yJmpxCE7RMfunX3sI33t0F64YQe/vjQZRLf+wQDWyG9VWDAw3aX4Tm9jEJtYzBhrJgyB4EMBRwX8JC/iCIPgwgA8Lfv8VAEcG2ZfLFRQ40nE8HJrLqmWXA4xMH9nRW4uJPHt+gFPLRGRfGDWyRbF7poEPvv7a3O1MPanILrRsvOnGXfizrx4fuMZKhPnpOh54eoGzFo+G5B3eOYHPP3EObdsdyfsXAd0Hl7sCKcL6WHK7NBirmtC1cudV0zQc3HZ5jvEXG6MkYjVz4xNZgC2crIc2V5vYxCY2MUps7JH8MgCFnwAobOVdbyBr6g//wZfx/vsOwXa9kSuyxL3+w98+EU0qt42PbhV/I4NPBaXFiJv3zqBRMXD1CK7J+ak6Tq90sdZlBHMUiiwAXB8Gp134/9u79xi5yjqM48+zs9Oy24sttBTabaDUWi4lbaFioREtFVtULhIhJUKIMXgJCHgJAf3DkJhojCEaryFcJJFLsEJEYhCCGjUh3DHcY7lXalshWlpCl25//nHekaEsLe3u2fOeme8n2eycd2d23+yTmTm/Oe+lhGL8verkObJ7c0W2U9jW5L5mRy7ilYMyRyb19Fjje3s68sOldl/6yNyquwAApevsV/IamNrfVP+4hl4fHNKhB9bz0/rWYk+DQzt0+e+e0PL500u/Itt+orNl23bNmDy+47Y3GSvDLT4zMLVPZ35w9jD3HrmBqX0a2hF67pWtksqZIytJJx4+QxeumKfPtq0YO9ZaH+h04rxId/nT7X19zY4vhjpV37hGx269AwDdpMtPRapnWwNT+9To8V7tZ5iDnQuhDZu3lV7I7qy1Qi/2XO8w86FbQ97L0BqFsHbDFtlvXbUcbb2NHn3txA9oxuTq5k739FjNhpkj24H2nTBOU/ophuqor9no+KHFANANeCXPwNzpE9VsjO5+nWOpt+fthcgT6zdr6SF7t63FnvjF2Udr1pQ+nfyTv72jD3jvdr6S3WPpgBIXzmptwbJ20xb1NxvZLHBWloUDU3TEzOq31RptnZ3a7n339CPfNiwfo+uG8z6kV7eWMy3gklXzNbvED+sAAGODQjYD3zltwYj3e6vScENTx41BUb5qwQGSpB+ftfj/G8Bjz7XmOI9r9GhwaIcOmLxPqVfUZ6ZC9tWtg5o2sbxtNnKx5svHVd2FUnT7Fdm6rmlQF8fNnVba7/704oHd3wkAkD0+Ts7AfhPH13rF3Wbb1dAj0wI7ETFmf//khTO1cPaUMft7nWZ8b0NXn7tEv7/ow5LKHVYsFXNiW6uSljU/FuXr8joWAABUjEIWI9Z+RfacpQdJku555pWquoO9sOKwGZozbYLst/Y2LlNrhemyVixG+br9iiwAAKgWhSxGrH2xoJOOLIb71nUF5m7W6LHOOHpAK9OQ7TLtPzkVsh24LU23GW6xMAAAgLIxRxYj1r5Y0KR9mvrrJcvZlqKmvv+ZhWPyd/afVCwmxdDi+mo2rNOPmqUzl5SzTRMAAMCuUG1gxHZe7Gk2Cy9hN1pDiylk68u2rjhzUdXdAAAAXYqhxRixJlvfYA9NT4Xs4PahinsCAACAOqICwYgNt/0OsCutQva1N7ZX3BMAAADUEYUsRozFXrCnWnNkKWQBAACwNyhkMWJmGw7sodaqxa+98WbFPQEAAEAdsdgTRsW3PnGYjp27X9XdQE20Fnsa2hEV9wQAAAB1RCGLUXHe8YdU3QXUyMTxvbpg+fu18ojy96wFAABA56GQBTDmbOsbK+dX3Q0AAADUFHNkAQAAAAC1QiELAAAAAKgVClkAAAAAQK1QyAIAAAAAaoVCFgAAAABQKxSyAAAAAIBaoZAFAAAAANQKhSwAAAAAoFYoZAEAAAAAtUIhCwAAAACoFQpZAAAAAECtUMgCAAAAAGqFQhYAAAAAUCuOiKr7sFdsb5L0QtX92I1pkv5ddScwLLLJG/nkjXzyRTZ5I5+8kU++yCZvZeZzUERMH+4HtS1k68D2AxGxpOp+4J3IJm/kkzfyyRfZ5I188kY++SKbvFWVD0OLAQAAAAC1QiELAAAAAKgVCtlyXVl1B/CuyCZv5JM38skX2eSNfPJGPvkim7xVkg9zZAEAAAAAtcIVWQAAAABArVDIlsD2KttP215r+9Kq+9ONbF9je6Ptx9ra9rV9l+1/pO9T2352Wcrradsrq+l1d7A92/afbD9p+3HbF6V28smA7X1s32f77ymfy1M7+WTCdsP2w7ZvT8dkkwnbz9t+1PYjth9IbeSTCdtTbK+x/VR6DzqWfPJge3563rS+Ntu+mHzyYPur6ZzgMds3pnOFyrOhkB1lthuSfirpJEmHSzrL9uHV9qor/VLSqp3aLpV0d0TMk3R3OlbKZ7WkI9JjfpZyRDm2S/p6RBwmaamk81MG5JOHbZJOiIiFkhZJWmV7qcgnJxdJerLtmGzysjwiFrVtRUE++fiRpDsi4lBJC1U8j8gnAxHxdHreLJJ0tKTXJd0q8qmc7VmSLpS0JCIWSGqo+N9Xng2F7Og7RtLaiHg2IgYl3STp1Ir71HUi4i+SXt2p+VRJ16Xb10k6ra39pojYFhHPSVqrIkeUICLWR8RD6fZrKk4kZol8shCFLemwmb5C5JMF2wOSPinpqrZmsskb+WTA9mRJx0u6WpIiYjAi/iPyydEKSc9ExAsin1z0Suqz3SupX9LLyiAbCtnRN0vSS23H61IbqjcjItZLRTElaf/UTmYVsX2wpMWS7hX5ZCMNXX1E0kZJd0UE+eTjh5IukbSjrY1s8hGS7rT9oO0vpDbyycMhkjZJujYNzb/K9gSRT45WS7ox3SafikXEPyX9QNKLktZL+m9E3KkMsqGQHX0epo2lofNGZhWwPVHSbyRdHBGbd3XXYdrIp0QRMZSGdw1IOsb2gl3cnXzGiO1PSdoYEQ++14cM00Y25VoWEUepmF50vu3jd3Ff8hlbvZKOkvTziFgsaavSUMh3QT4VsD1O0imSfr27uw7TRj4lSHNfT5U0R9JMSRNsn72rhwzTVko2FLKjb52k2W3HAyouv6N6G2wfKEnp+8bUTmZjzHZTRRF7fUTckprJJzNp2N2fVcxxIZ/qLZN0iu3nVUxbOcH2r0Q22YiIl9P3jSrm9x0j8snFOknr0ggTSVqjorAln7ycJOmhiNiQjsmneh+T9FxEbIqINyXdIuk4ZZANhezou1/SPNtz0qdKqyXdVnGfULhN0rnp9rmSftvWvtr2eNtzJM2TdF8F/esKtq1ijtKTEXFF24/IJwO2p9uekm73qXgDe0rkU7mIuCwiBiLiYBXvLX+MiLNFNlmwPcH2pNZtSR+X9JjIJwsR8S9JL9men5pWSHpC5JObs/TWsGKJfHLwoqSltvvTOdwKFeubVJ5Nbxm/tJtFxHbbF0j6g4pVva6JiMcr7lbXsX2jpI9KmmZ7naRvS/qepJttf17Fk/IMSYqIx23frOINbbuk8yNiqJKOd4dlks6R9GiahylJ3xT55OJASdelFQZ7JN0cEbfbvkfkkyueO3mYIenW4jxPvZJuiIg7bN8v8snFVyRdny40PCvpc0qvc+RTPdv9kk6U9MW2Zl7fKhYR99peI+khFf/rhyVdKWmiKs7GEQwnBwAAAADUB0OLAQAAAAC1QiELAAAAAKgVClkAAAAAQK1QyAIAAAAAaoVCFgAAAABQKxSyAAAAAIBaoZAFAAAAANQKhSwAAAAAoFb+B1pbadH4gbDVAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT STORE DATA ###\n",
    "\n",
    "y_train.plot(label='train', figsize=(16,6))\n",
    "y_test.plot(label='test')\n",
    "plt.title(\"store: {}\".format(id_shop)); plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'max_depth': 3, 'min_samples_split': 0.4}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### TUNING LINEAR TREE FOR SINGLE STORE ###\n",
    "\n",
    "model = GridSearchCV(estimator=LinearTreeRegressor(Ridge(), criterion='rmse'),\n",
    "                     param_grid={'max_depth': [1, 2, 3], 'min_samples_split': [0.4, 0.3, 0.2]}, \n",
    "                     n_jobs=-1, cv=2, scoring='neg_mean_squared_error', refit=True)\n",
    "model.fit(X_train, y_train)\n",
    "\n",
    "model.best_params_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### PLOT MODEL DECISION PATH ###\n",
    "\n",
    "model.best_estimator_.plot_model(feature_names=X_train.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1514.4232654275215"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### COMPUTE TEST ERROR FOR LINEAR TREE ###\n",
    "\n",
    "pred_lt = pd.Series(model.predict(X_test), index = y_test.index)\n",
    "mean_squared_error(y_test, pred_lt, squared=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'alpha': 5}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### TUNING LINEAR REGRESSION FOR SINGLE STORE ###\n",
    "\n",
    "model = GridSearchCV(estimator=Ridge(), param_grid={'alpha': [1, 3, 5, 10, 20]}, \n",
    "                     scoring='neg_mean_squared_error', cv=2, refit=True)\n",
    "model.fit(X_train, y_train)\n",
    "\n",
    "model.best_params_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1788.0313792931413"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### COMPUTE TEST ERROR FOR LINEAR REGRESSION ###\n",
    "\n",
    "pred_lr = pd.Series(model.predict(X_test), index = y_test.index)\n",
    "mean_squared_error(y_test, pred_lr, squared=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1c2aac986c8>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT AND COMPARE PREDICTIONS ON TEST SET ###\n",
    "\n",
    "y_test.plot(label='true', figsize=(10,6))\n",
    "pred_lt.plot(label='linear_tree')\n",
    "pred_lr.plot(label='linear_regression')\n",
    "plt.title(\"store: {}\".format(id_shop)); plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████████| 400/400 [04:24<00:00,  1.51it/s]\n"
     ]
    }
   ],
   "source": [
    "### FIT LINEAR TREE AND LINEAR REGRESSION FOR ALL THE STORE SEPARATELY ###\n",
    "\n",
    "scores_lr = {}\n",
    "scores_lt = {}\n",
    "                 \n",
    "for _,g_df in tqdm(df.groupby(['Store']), total=n_stores):\n",
    "\n",
    "    _X_train, _X_test, _y_train, _y_test = train_test_split(\n",
    "        g_df.drop('Sales', axis=1), g_df['Sales'], test_size=0.3, shuffle=False)\n",
    "    \n",
    "    model = GridSearchCV(estimator=Ridge(), param_grid={'alpha': [1, 3, 5]}, \n",
    "                         scoring='neg_mean_squared_error', cv=2, refit=True)\n",
    "    model.fit(_X_train, _y_train)\n",
    "    \n",
    "    _pred = pd.Series(model.predict(_X_test), index = _y_test.index)\n",
    "    scores_lr[_] = mean_squared_error(_y_test, _pred, squared=False)    \n",
    "\n",
    "    model = GridSearchCV(estimator=LinearTreeRegressor(Ridge(), criterion='rmse'),\n",
    "                         param_grid={'max_depth': [1, 2, 3], 'min_samples_split': [0.4, 0.3, 0.2]}, \n",
    "                         n_jobs=-1, cv=2, scoring='neg_mean_squared_error', refit=True)\n",
    "    model.fit(_X_train, _y_train)\n",
    "    \n",
    "    _pred = pd.Series(model.predict(_X_test), index = _y_test.index)\n",
    "    scores_lt[_] = mean_squared_error(_y_test, _pred, squared=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "### COMPARE ERRORS OF ALL THE STORES ###\n",
    "\n",
    "compare = {}\n",
    "\n",
    "for (store,score_lr),(store,score_lt) in zip(scores_lr.items(), scores_lt.items()):\n",
    "    \n",
    "    if score_lr > score_lt:\n",
    "        compare[store] = 'linear tree'\n",
    "    elif score_lr < score_lt:\n",
    "        compare[store] = 'linear regression'\n",
    "    else:\n",
    "        compare[store] = 'equal'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "linear tree          0.9475\n",
       "linear regression    0.0525\n",
       "dtype: float64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### GET COMPARISON RATIO ###\n",
    "\n",
    "pd.Series(compare).value_counts() / len(compare)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([0, 1]), <a list of 2 Text major ticklabel objects>)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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JZ4F3DO8P+BXgV5M8lOTnk3wwyfuSfBp4T5JXthoeSPL5JH+tbTuR5CNtf19JctVyfZ00P8t9fLV1t7ax9wP/aabjpvXva/v8vSTfSrK61fxYkjuAB4H1Sf5F2/bhJO9u278kyceTfLXV98ut/7Ykj7axtw/V9K7W3pzkS239x5JcMvSc3pPkQJI/S/LzS/m9WTZV5W0ZbwzOnAE2AI+09luBbwIvAy4CvsXgTWCrgc8BL2nj/hXwm6196dBj/j7wd1r7M8AdM+z7VuBdQ8sfBO4DVrXl/cDG1v5p4L+29h8CP9faPw48ttJfR28v2OPrAeBFZztugH8P3NLa1zF49/rqVvOzwGvbumsYXDoZBiei9wF/E/i7wF1D+30ZcClwiOdnI14+VNO7Wvth4G+19m8D/27oOb23td8IfGqlv4+LcVuqjx/Q3O2vqv8BkORRBp8Z8XIGn6r539qJ048BX2zjfyHJvwRezODAPgj8SVv3R3PY74er6lQ7Y/tZ4MNtXwAXtvs3AJuG+v9KkpdW1dNze4paQct1fO2tqv/d2iOPG+DngDcDVNUnk3xvaPtvVdWXWvuadvvvbfliYCPweeD2JO8B7quqzyc5H/g/wH9M8nEGLwT/X5KXMQj8z7au3cCHh4Z8tN0/wOBF5pxnuL9wnBhqn2LwvQmwr6puGB6Y5CLgDmCyqp5sc+kXDQ35n3PY73NjzwO+X1WbR4w5D/iZoR9anXuW6/gaXjfyuMlQ2s+yfYDfqarfO31Qkr/B4Cz7d5LcX1W/nWQLcDWDd8TfBLz+LPs53XNfn+e+Nuc859xf2L4EXJXkJwCSvDjJq3j+B+277Yz77435eE8DLx21oqp+ADye5Pq2ryR5dVt9P4MfFtq6US8AOvcs9vF1upmOmy8Av9T6rgEumWH7PwX+8dDfAdYmuSzJK4D/VVX/Gbgd+OttzMuq6hPAO4EfOkbbby3fG5pPfwvwWTrWxStUr6pqOslbgQ8leW6K5Deq6s+S3AV8DXiCwWf5jONPgD9OshX4ZyPW/33gziS/AVzA4HP4vwr8c+B3kzzM4Jj5HIM/zuoctgTH1+lmOm7e3fb5ywwC9hiDE48fusqnqu5P8pPAF9vJ/jPAPwB+Avi3SZ4F/i/wTxmctNzbfusI8Ksj6tkO/IckL2bwN4h/NM/ndU7wUkhJy6q9kJyqwWdQ/Qxw5wzTgVoAz9wlLbcfB/YkOQ/4S+CfrHA9XfLMXZI65B9UJalDhrskdchwl6QOGe6S1CHDXZI69P8AC84bmuepKkUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT PERFORMANCE ###\n",
    "\n",
    "pd.Series(compare).value_counts().plot.bar()\n",
    "plt.xticks(rotation=0)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:prova]",
   "language": "python",
   "name": "conda-env-prova-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
